{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modelagem por tópicos notícias ANEEL"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Tópicos disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANEEL/option3/aneel-option3-topics.csv\n",
    "##### Thetas disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANEEL/option3/aneel-option3-thetas.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Opção 3: 26 tópicos, algoritmo LDA, API Mallet, alpha 0.0001"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Importando pacotes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enable logging and ignore warnings\n",
    "import logging\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.ERROR)\n",
    "import warnings\n",
    "#warnings.filterwarnings(\"ignore\")\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "\n",
    "\n",
    "import nltk; \n",
    "#nltk.download('stopwords')\n",
    "\n",
    "import re\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pprint import pprint\n",
    "\n",
    "# Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models import CoherenceModel\n",
    "from gensim.models import Phrases\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# Plotting tools\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>website</th>\n",
       "      <th>url</th>\n",
       "      <th>publication_date</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4832</th>\n",
       "      <td>5393716</td>\n",
       "      <td>Aneel</td>\n",
       "      <td>http://www.aneel.gov.br/sala-de-imprensa-exibi...</td>\n",
       "      <td>2018-07-03T10:28:00-03:06</td>\n",
       "      <td>Novas tarifas para Energisa Tocantins (ETO)</td>\n",
       "      <td>Os consumidores atendidos pela Energisa Tocan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4833</th>\n",
       "      <td>5393713</td>\n",
       "      <td>Aneel</td>\n",
       "      <td>http://www.aneel.gov.br/sala-de-imprensa-exibi...</td>\n",
       "      <td>2018-07-03T11:31:00-03:06</td>\n",
       "      <td>ANEEL define novas tarifas para a Energisa Su...</td>\n",
       "      <td>Os consumidores da Energisa Sul-Sudeste (ESS)...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4834</th>\n",
       "      <td>5393715</td>\n",
       "      <td>Aneel</td>\n",
       "      <td>http://www.aneel.gov.br/sala-de-imprensa-exibi...</td>\n",
       "      <td>2018-07-03T11:36:00-03:06</td>\n",
       "      <td>ANEEL realiza amanhã (4/7) sessão presencial ...</td>\n",
       "      <td>A ANEEL realiza amanhã (4), a partir das 13h,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           id website                                                url  \\\n",
       "4832  5393716   Aneel  http://www.aneel.gov.br/sala-de-imprensa-exibi...   \n",
       "4833  5393713   Aneel  http://www.aneel.gov.br/sala-de-imprensa-exibi...   \n",
       "4834  5393715   Aneel  http://www.aneel.gov.br/sala-de-imprensa-exibi...   \n",
       "\n",
       "               publication_date  \\\n",
       "4832  2018-07-03T10:28:00-03:06   \n",
       "4833  2018-07-03T11:31:00-03:06   \n",
       "4834  2018-07-03T11:36:00-03:06   \n",
       "\n",
       "                                                  title  \\\n",
       "4832        Novas tarifas para Energisa Tocantins (ETO)   \n",
       "4833   ANEEL define novas tarifas para a Energisa Su...   \n",
       "4834   ANEEL realiza amanhã (4/7) sessão presencial ...   \n",
       "\n",
       "                                                   text  \n",
       "4832   Os consumidores atendidos pela Energisa Tocan...  \n",
       "4833   Os consumidores da Energisa Sul-Sudeste (ESS)...  \n",
       "4834   A ANEEL realiza amanhã (4), a partir das 13h,...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('/Users/fabiola/Desktop/FGV/ANEEL/aneel_export_final_order.csv')\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de notícias: 4835\n"
     ]
    }
   ],
   "source": [
    "print('### No total de notícias:', len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### NLP Pipeline - Pré-processamento e limpeza dos documentos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NLTK Stop words\n",
    "from nltk.corpus import stopwords\n",
    "stop_words = stopwords.words('portuguese')\n",
    "stop_words.extend([\n",
    "    'ser','sao','sera','serao','serem','ha', 'sendo',\n",
    "    'esta','estao','estara','estar','terao','ter','tera','pode','podem','deve','devem','devera','deverao','podera','vai',\n",
    "    'nesta','neste','desse','nesse','deste','destes','desses','nesses','desta','nessa','dessa',\n",
    "    'cada','todo','todos','toda','todas','qualquer','outros','outro','outras','outra','quanto','alguns','algum','mesma','mesmo','tais','quais',\n",
    "    'nº','nº','ii','iii',\n",
    "    'nao','ja','tambem','porque','ainda','apenas',\n",
    "    'sobre','ate','durante','alem','desde','sob','apos','contra','onde',\n",
    "    'getdata','var','function','return','tostring','window','clique_aqui','feira','ml',\n",
    "    'en','la','los',\n",
    "    'aneel'\n",
    "    ])\n",
    "\n",
    "# Convert to list\n",
    "data = df['text'].values.tolist()\n",
    "\n",
    "data = [sent if not pd.isnull(sent) else '' for sent in data]\n",
    "#data = [sent for sent if not pd.isnull(sent) else '-' for sent in data ]\n",
    "\n",
    "# Remove Emails\n",
    "data = [re.sub('\\S*@\\S*\\s?', '', sent) for sent in data if not pd.isnull(sent)]\n",
    "\n",
    "# Remove new line characters\n",
    "data = [re.sub('\\s+', ' ', sent) for sent in data]\n",
    "\n",
    "# Remove distracting single quotes\n",
    "data = [re.sub(\"\\'\", \"\", sent) for sent in data]\n",
    "\n",
    "\n",
    "# Convert to words (tokenize)\n",
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True))  # deacc=True removes punctuations\n",
    "\n",
    "data_words = list(sent_to_words(data))\n",
    "\n",
    "\n",
    "# Build bigram and trigram models\n",
    "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100)\n",
    "trigram = gensim.models.Phrases(bigram[data_words], threshold=100)  \n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)\n",
    "\n",
    "\n",
    "# Define functions for stopwords, bigrams, trigrams\n",
    "def remove_stopwords(texts):\n",
    "    return [[word for word in simple_preprocess(str(doc)) if word not in stop_words] for doc in texts]\n",
    "\n",
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[bigram_mod[doc]] for doc in texts]\n",
    "\n",
    "# Remove Stop Words\n",
    "data_words_nostops = remove_stopwords(data_words)\n",
    "\n",
    "# Form Bigrams\n",
    "data_words_trigrams = make_trigrams(data_words_nostops)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Criação do dicionário e corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de palavras diferentes: 8556\n",
      "### No total de palavras: 617446\n"
     ]
    }
   ],
   "source": [
    "# Create Dictionary\n",
    "id2word = corpora.Dictionary(data_words_trigrams)\n",
    "\n",
    "# filter by frequency\n",
    "id2word.filter_extremes(no_below=5, no_above=0.95)\n",
    "\n",
    "# Create Corpus\n",
    "texts = data_words_trigrams\n",
    "\n",
    "# Term Document Frequency\n",
    "corpus = [id2word.doc2bow(text) for text in texts]\n",
    "\n",
    "# Human readable format of corpus (term-frequency)\n",
    "## [[(id2word[id], freq) for id, freq in cp] for cp in corpus[:100]]\n",
    "\n",
    "print('### No total de palavras diferentes:', len(id2word))\n",
    "\n",
    "total = 0\n",
    "for cp in corpus:\n",
    "    for id, freq in cp:\n",
    "        total += freq\n",
    "print('### No total de palavras:', total)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Criando o modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_topics = 26"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "mallet_path = '/Users/fabiola/Downloads/mallet-2.0.8/bin/mallet'\n",
    "ldamallet = gensim.models.wrappers.LdaMallet(mallet_path, corpus=corpus, \n",
    "                                             num_topics=num_topics, \n",
    "                                             alpha=0.0001,\n",
    "                                             iterations=1500, \n",
    "                                             topic_threshold=0.6,\n",
    "                                             id2word=id2word) \n",
    "\n",
    "ldamallet.save('aneel-option3-ldamalletmodel')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizando os resultados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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\"custos\", \"contribuicoes\", \"distribuidoras\", \"consumidores\", \"contratos\", \"hoje\", \"operacao\", \"partir\", \"distribuicao\", \"link_audiencias_consultas\", \"coelce_ce_eletropaulo\", \"define_remuneracao\", \"processo_revisional\", \"preliminar\", \"instituicoes_publicas_privadas\", \"prorrogadas_conforme_determina\", \"realizar_rtp\", \"despesas_efetivamente_reconhecidas\", \"sociedade_civil\", \"moradores\", \"discussoes_relativas_metodologia\", \"forma_diferenciada\", \"voltados\", \"obter_equilibrio\", \"moradores_demais_segmentos\", \"escrito_colhidas\", \"encaminhem\", \"escrito\", \"encerrou\", \"rtp\", \"periodica\", \"modo_assegurar_remuneracao\", \"escelsa_es_celpa_pa\", \"tempo_habil\", \"caiua\", \"definitivo\", \"negativos\", \"local_horario\", \"calculada_tendo\", \"revisao\", \"tarifaria\", \"forum\", \"associacoes\", \"cobertura\", \"aplicada\", \"ciclo\", \"remuneracao\", \"sp\", \"entrara\", \"resultante\", \"audiencia\", \"quatro\", \"indice\", \"tarifas\", \"sessao_presencial\", \"negativo\", \"concessionaria\", \"contribuicoes\", \"processo\", \"proposta\", \"prevista\", \"indicadores\", \"distribuicao\", \"distribuidora\", \"publica\", \"dia\", \"consumidores\", \"media\", \"periodo\", \"agencia\", \"empresa\", \"anos\", \"concessionarias\", \"energia\", \"concessao\", \"reuniao\", \"unidades_consumidoras\", \"eletrica\", \"servicos\", \"empresas\", \"hoje\", \"tensao\", \"nacional\", \"discutira_qualidade\", \"estipulados\", \"consistem\", \"conjunto_considerado_consulte\", \"unidade_consumidora_dec_intervalo\", \"continuidade_dec_fec\", \"observacao\", \"prodist_frequencia_equivalente\", \"conjuntos\", \"conjunto_considerado_ocorreu_descontinuidade\", \"duracao_equivalente\", \"consulte_modulo\", \"indices_finais_somente\", \"interrupcoes_ocorridas\", \"tema_perdas_tecnicas\", \"conhecidos\", \"deliberado\", \"enderecos\", \"fec\", \"unidade_consumidora\", \"submetidos\", \"enel_rj\", \"via_documental\", \"revisoes_tarifarias_promovidas\", \"procura_ouvir_sociedade\", \"prodist\", \"indicadores\", \"ordinaria\", \"obter_equilibrio\", \"estrutura\", \"interrupcao\", \"tema\", \"despesas_efetivamente_reconhecidas\", \"voltados\", \"limites\", \"tarifaria\", \"revisao\", \"periodo\", \"sessao_presencial\", \"media\", \"audiencia\", \"contribuicoes\", \"proposta\", \"preliminar\", \"distribuicao\", \"publica\", \"agencia\", \"tarifas\", \"objetivo\", \"reuniao\", \"consumidores\", \"sgan_quadra_modulo_terreo\", \"energia\", \"eletrica\", \"protocolo_geral_cep\", \"brasilia_df\", \"endereco\", \"diretoria\", \"concessao\", \"partir\", \"produto_quantidade\", \"biomassa\", \"preco_inicial\", \"bonificacao\", \"gas_natural\", \"produto_disponibilidade\", \"fontes_hidreletrica\", \"negociada\", \"mwh\", \"ufv\", \"ambiente_regulado_ccear\", \"empreendimentos_hidreletricos\", \"ciclo_combinado_biomassa\", \"denominado\", \"megawatt_hora\", \"sublote\", \"quantidade\", \"suprimento\", \"compradores\", \"proveniente\", \"compradoras\", \"certames_cujo_inicio\", \"preco_teto\", \"certame\", \"negociados\", \"ventos\", \"disponibilidade\", \"gag\", \"cadastrados\", \"negociado\", \"edital\", \"fonte\", \"eolicas\", \"eolica\", \"leilao\", \"empreendimentos\", \"modalidade\", \"preco\", \"termeletrica\", \"termeletricas\", \"inicio\", \"usinas\", \"comercializacao\", \"total\", \"energia\", \"geracao\", \"ccee\", \"contratacao\", \"referencia\", \"anos\", \"eletrica\", \"mw\", \"contratos\", \"partir\", \"lote\", \"valor\", \"realizado\", \"prazo\", \"agencia\", \"nacional\", \"janeiro\", \"paulo\", \"transmissao\", \"publica\", \"revista\", \"air\", \"ouvidoria_setorial\", \"transformadores\", \"postos\", \"repactuacao\", \"saude\", \"projeto\", \"comunidades\", \"cp\", \"obrigatoria\", \"pee\", \"eficiencia_energetica\", \"educacao_superior\", \"prestado\", \"minigeracao\", \"desenvolvido\", \"publicas\", \"ato_normativo\", \"usp\", \"risco_hidrologico\", \"universidade_federal\", \"pesquisadores\", \"recarga\", \"contrapartida\", \"inteligente\", \"ferramenta\", \"instalados\", \"inspecao\", \"ficha_tecnica\", \"acoes\", \"pesquisa\", \"execucao\", \"tecnologia\", \"equipamento\", \"distribuida\", \"desenvolvimento\", \"projetos\", \"instalacao\", \"chamada\", \"edicao\", \"equipamentos\", \"setor_eletrico\", \"meio\", \"programa\", \"qualidade\", \"sistema\", \"plano\", \"energia\", \"dias\", \"avaliacao\", \"eletrica\", \"agencia\", \"consumidor\", \"distribuidoras\", \"informacoes\", \"ons\", \"nacional\", \"publica\", \"distribuicao\", \"resolucao\", \"contribuicoes\", \"servicos\", \"consumidores\", \"proposta\", \"audiencia\", \"objetivo\", \"geracao\", \"prazo\", \"partir\", \"empresas\", \"dia\", \"ip\", \"prestadoras\", \"cip\", \"anatel\", \"regime_permanente\", \"reativos\", \"regularizacao\", \"tratamento_regulatorio\", \"flexibilizacao\", \"putinga_demeep\", \"ativos\", \"reabertura\", \"drp_drc\", \"postes\", \"svm_participacoes\", \"modulos\", \"fixacao\", \"interno\", \"cooperativas\", \"demeep\", \"expurgo\", \"excedente\", \"precaria\", \"expurgos\", \"putinga_anta_gorda\", \"assumiram\", \"estrutura_otima\", \"tn\", \"termo_aditivo\", \"constituicao_federal\", \"regulacao_economica\", \"iluminacao\", \"receitas\", \"remuneracao\", \"metodologia\", \"transferencia\", \"sgan_quadra_modulo_terreo\", \"apuracao\", \"endereco\", \"protocolo_geral_cep\", \"mail\", \"contribuicoes\", \"audiencia\", \"brasilia_df\", \"base\", \"enviar\", \"publica\", \"alteracao\", \"calculo\", \"processo\", \"agencia\", \"interessados\", \"proposta\", \"revisao\", \"distribuicao\", \"eletrica\", \"procedimentos\", \"energia\", \"tarifaria\", \"diretoria\", \"servico\", \"qualidade\", \"distribuidoras\", \"periodo\", \"nacional\", \"dia\", \"reuniao\", \"objetivo\", \"concessao\", \"hoje\", \"bandeira\", \"patamar\", \"bandeira_vermelha\", \"bandeiras\", \"despachada\", \"acionada\", \"amarela\", \"geladeira\", \"cvu\", \"acionamento\", \"dicas\", \"cores_verde_amarela\", \"ventilacao\", \"usar\", \"vermelha\", \"custara\", \"morna\", \"verao_verificar\", \"filtros_limpos_diminuir\", \"necessario_regular_temperatura_interna\", \"deixe_ferro_ligado_enquanto\", \"ar_condicionado_colocar_cortinas\", \"geladeira_deixar_espaco\", \"melhor_informacao\", \"vermelha_indicam\", \"geladeira_aberta_tempo\", \"instrucoes_nunca_colocar_alimentos\", \"deixar_portas_janelas_abertas\", \"so_deixar_porta\", \"secar_panos\", \"forrar\", \"bandeira_amarela\", \"kwh\", \"bandeiras_tarifarias\", \"bandeiras_tarifarias_simples\", \"bandeira_verde\", \"real\", \"custo\", \"mes\", \"iasc\", \"sinal\", \"menos\", \"mwh\", \"consumidor\", \"energia\", \"sistema\", \"geracao\", \"consumo\", \"valor\", \"consumidores\", \"condicoes\", \"eletrica\", \"conta\", \"pesquisa\", \"tarifaria\", \"distribuidoras\", \"ultima\", \"nacional\", \"custos\", \"partir\", \"agencia\", \"valores\", \"usina\", \"tarifa_branca\", \"revisados_assunto_ficou\", \"horarios\", \"convencional\", \"emg\", \"intervalo_medio\", \"irrigacao_rural_industrial_comercial\", \"boletim\", \"classes_residencial_subclasse_residencial\", \"agropecuaria_cooperativa\", \"periodica_reposiciona\", \"atividades_poder\", \"eletrificacao_rural_industria_rural\", \"renda_rural_subclasses\", \"consumo_proprio_iluminacao\", \"cosern\", \"optar\", \"reduzidas\", \"frequencia_equivalente\", \"link_entendendo_tarifa\", \"circulam\", \"pesquisadores_profissionais\", \"extraordinaria_rte_anunciada\", \"engloba\", \"energisa\", \"ambito_interno\", \"conjunto_considerado\", \"servico_calculo_leva\", \"incidir\", \"ponta\", \"alta\", \"classes\", \"refere\", \"baixa\", \"efeito_medio\", \"tensao\", \"media\", \"dec_fec\", \"publico\", \"unidade_consumidora\", \"residenciais\", \"industrias\", \"classe\", \"kv\", \"observacao\", \"consumidores\", \"tarifaria\", \"revisao\", \"tarifas\", \"reajuste\", \"unidades_consumidoras\", \"consumo\", \"publica\", \"empresa\", \"custos\", \"periodo\", \"indices\", \"energia\", \"confira\", \"distribuidora\", \"distribuicao\", \"servico\", \"eletrica\", \"agencia\", \"abaixo\", \"servicos\", \"hoje\", \"biogas\", \"cc\", \"dependencias\", \"araraquara_sp\", \"xingu\", \"bolsa\", \"aterro_sanitario\", \"residuos\", \"corrente_continua\", \"vespera\", \"condicionadores\", \"mc_dias_davila\", \"opcao_tecnologica\", \"complexo_hidreletrico\", \"belo_monte\", \"constituir_sociedade\", \"mc\", \"deposito\", \"madeira\", \"andrade_gutierrez\", \"delta\", \"paulo_bovespa\", \"rondonia\", \"liquidacao_custodia_cblc\", \"jirau\", \"investimentos_totais\", \"hb\", \"assinar\", \"pre_qualificacao\", \"licitacao\", \"lotes\", \"lampadas\", \"edital\", \"leilao\", \"rap\", \"garantias\", \"rede_basica\", \"linhas\", \"subestacoes\", \"leiloes\", \"transmissao\", \"quilometros\", \"empreendimentos\", \"realizado\", \"lote\", \"garantia\", \"instalacoes\", \"desagio\", \"cronograma\", \"estados\", \"meses\", \"operacao_comercial\", \"relacao\", \"energia\", \"entrada\", \"paulo\", \"rio\", \"investimentos\", \"nacional\", \"agencia\", \"dia\", \"empresas\", \"consorcio\", \"milhoes\", \"concessao\", \"geracao\", \"eletrica\", \"partir\", \"empresa\", \"contratos\", \"valor\"], \"Total\": [2770.0, 1583.0, 11473.0, 2336.0, 3165.0, 2259.0, 2567.0, 2949.0, 1615.0, 2164.0, 3007.0, 778.0, 1863.0, 2933.0, 1443.0, 1282.0, 1550.0, 698.0, 5660.0, 1302.0, 1035.0, 6225.0, 3692.0, 2462.0, 2044.0, 2288.0, 2267.0, 1336.0, 1321.0, 1275.0, 89.07373049798096, 140.33204994511885, 140.54693730718301, 139.80770915098321, 140.11587328639993, 138.97208694160173, 139.68877874067078, 98.86018152768173, 133.19052601799433, 267.90969830524574, 59.93813199913246, 44.71761786283844, 61.8798762874307, 41.980700665230884, 77.2641135393686, 70.24901663672016, 371.46666512784145, 172.73796487626194, 378.54352301706103, 409.05783611158154, 233.15663508887957, 195.0570026612872, 299.633207611233, 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41.865489017004954, 55.02987167974915, 27.251813085635344, 37.98304684792003, 76.57750248812867, 21.226421967079727, 33.66763855763729, 33.681995769439496, 62.71802302193137, 30.47831323143735, 35.083346364368325, 51.00734622827728, 31.353829158492474, 20.21207695890437, 72.93999737542963, 29.893563662023443, 117.25515203884453, 34.229087663728926, 23.25373714516471, 25.971588678323727, 35.538046242640576, 37.52076858974618, 201.32352997878206, 29.5474338435059, 145.9077159224797, 29.62418462053635, 25.360556619836046, 61.69478126897197, 136.43463009322937, 83.18065985471995, 402.8833896952106, 63.395714019871924, 160.24002094589548, 623.6436159258488, 319.9283666042872, 11473.937859720458, 1086.5385557514503, 191.48832579071407, 447.92009280752825, 279.79000337241644, 455.8644785024151, 383.5641832074758, 343.298224927972, 6225.0218757152315, 201.42871358149563, 2288.95538687246, 499.8860953704444, 658.735830445453, 2259.9781195606647, 1094.2603849013399, 3155.5470728548603, 5660.480033373074, 463.2568347161264, 1224.9427466141894, 788.948687245944, 2044.9972201467122, 3692.666529204414, 2933.654451944973, 1949.0730099509851, 1292.6516057855174, 2267.111159241168, 1072.031047651804, 1809.8667298826006, 1995.9495445580253, 1680.5391909803238, 1651.0744175073332, 1791.7551919826299, 1674.9079811121471, 51.45480489977945, 48.831071321061245, 39.94582962873908, 34.66268390539439, 80.47148768042746, 67.73692623675959, 30.745273276905472, 32.70668786464202, 51.30459798092221, 49.503777235397386, 26.96298792612857, 266.92912193403805, 31.138566107669092, 28.630952838294828, 55.02987167974915, 29.373165183895196, 159.10034500706257, 38.35813303142565, 32.17100046627539, 28.377006028955233, 47.3068633905283, 55.26641380513551, 28.769747407007088, 79.52190209758807, 26.985882671041676, 140.02645750172778, 23.70653978461548, 99.94047415886415, 24.91601239496529, 25.350683606050637, 47.13307687155392, 115.80227730705857, 81.08995346330832, 117.13652930048514, 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\"uniao_incluindo_royalties\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidade_consumidora_dec_intervalo\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unidades_consumidoras\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"unitario\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universalizacao\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", \"universidade\", 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\"utilidade\", \"utilidade\", \"utilidade\", \"utilidade\", \"utilidade\", \"utilidade\", \"utilidade\", \"utilidade\", \"utilidade\", \"utilidade\", \"utilidade\", \"utilidade\", \"utilidade\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"utilizacao\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vagas\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"vale_paranapanema_edevp\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"validacao\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valor\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"valores\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"variacao\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vazoes\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedor\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencedores\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"vencera_proponente\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"venda\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"vendedores\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventilacao\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"ventos\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"verao_verificar\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vermelha_indicam\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"vespera\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"via_documental\", \"viabilidade_projeto_basico\", \"viabilidade_projeto_basico\", \"viabilidade_projeto_basico\", \"viabilidade_projeto_basico\", \"viabilidade_projeto_basico\", \"viabilidade_projeto_basico\", \"viabilidade_projeto_basico\", 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\"xinguara\", \"xinguara\", \"xinguara\", \"xinguara\", \"xinguara\", \"xinguara\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26]};\n",
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      "text/plain": [
       "PreparedData(topic_coordinates=            Freq  cluster  topics         x         y\n",
       "topic                                                \n",
       "0       6.508009        1       1 -0.130572 -0.106018\n",
       "1       2.814609        1       2  0.128590 -0.133438\n",
       "2       1.783484        1       3  0.042947  0.084089\n",
       "3       2.548703        1       4 -0.018328  0.021990\n",
       "4       2.931672        1       5 -0.108777 -0.050184\n",
       "5       3.306187        1       6  0.014762  0.076380\n",
       "6       3.329985        1       7 -0.137615 -0.080118\n",
       "7       0.509940        1       8 -0.096760 -0.090809\n",
       "8       5.762694        1       9 -0.010689  0.104147\n",
       "9      10.435643        1      10  0.020763  0.102870\n",
       "10      7.906267        1      11  0.149798 -0.098881\n",
       "11      2.210020        1      12 -0.016807  0.049862\n",
       "12      2.123489        1      13  0.137915 -0.032446\n",
       "13      1.450456        1      14  0.066305  0.046624\n",
       "14      2.010902        1      15  0.131358 -0.109914\n",
       "15      3.180232        1      16 -0.094538  0.002893\n",
       "16      0.817879        1      17  0.095148 -0.039453\n",
       "17      6.635466        1      18  0.014126  0.101892\n",
       "18      8.525287        1      19 -0.132106 -0.008709\n",
       "19      3.371980        1      20 -0.128500 -0.000517\n",
       "20      5.489166        1      21  0.115769  0.019555\n",
       "21      9.133313        1      22  0.005245  0.107079\n",
       "22      1.404226        1      23 -0.043273  0.080741\n",
       "23      1.795648        1      24 -0.001001  0.055101\n",
       "24      1.267086        1      25 -0.138584 -0.073531\n",
       "25      2.747656        1      26  0.134826 -0.029204, topic_info=     Category          Freq                Term         Total  loglift  \\\n",
       "term                                                                     \n",
       "514   Default   2770.000000                  kv   2770.000000  30.0000   \n",
       "407   Default   1583.000000              brasil   1583.000000  29.0000   \n",
       "32    Default  11473.000000             energia  11473.000000  28.0000   \n",
       "1712  Default   2336.000000              tensao   2336.000000  27.0000   \n",
       "157   Default   3165.000000             revisao   3165.000000  26.0000   \n",
       "332   Default   2259.000000              leilao   2259.000000  25.0000   \n",
       "1008  Default   2567.000000           tarifaria   2567.000000  24.0000   \n",
       "388   Default   2949.000000         transmissao   2949.000000  23.0000   \n",
       "950   Default   1615.000000            reajuste   1615.000000  22.0000   \n",
       "958   Default   2164.000000             tarifas   2164.000000  21.0000   \n",
       "17    Default   3007.000000        consumidores   3007.000000  20.0000   \n",
       "586   Default    778.000000                  lt    778.000000  19.0000   \n",
       "905   Default   1863.000000              custos   1863.000000  18.0000   \n",
       "2046  Default   2933.000000           audiencia   2933.000000  17.0000   \n",
       "517   Default   1443.000000                lote   1443.000000  16.0000   \n",
       "1094  Default   1282.000000               baixa   1282.000000  15.0000   \n",
       "931   Default   1550.000000               media   1550.000000  14.0000   \n",
       "513   Default    698.000000                  km    698.000000  13.0000   \n",
       "1     Default   5660.000000             agencia   5660.000000  12.0000   \n",
       "1117  Default   1302.000000             indices   1302.000000  11.0000   \n",
       "130   Default   1035.000000                ltda   1035.000000  10.0000   \n",
       "30    Default   6225.000000            eletrica   6225.000000   9.0000   \n",
       "201   Default   3692.000000             publica   3692.000000   8.0000   \n",
       "96    Default   2462.000000             empresa   2462.000000   7.0000   \n",
       "2094  Default   2044.000000       contribuicoes   2044.000000   6.0000   \n",
       "115   Default   2288.000000             geracao   2288.000000   5.0000   \n",
       "995   Default   2267.000000        distribuicao   2267.000000   4.0000   \n",
       "176   Default   1336.000000             consumo   1336.000000   3.0000   \n",
       "718   Default   1321.000000           companhia   1321.000000   2.0000   \n",
       "1144  Default   1275.000000              indice   1275.000000   1.0000   \n",
       "...       ...           ...                 ...           ...      ...   \n",
       "608   Topic26     35.362736         quilometros    232.782309   1.7100   \n",
       "322   Topic26    104.665987     empreendimentos   1094.260385   1.2474   \n",
       "855   Topic26     63.366275           realizado    568.468794   1.4004   \n",
       "517   Topic26    118.915518                lote   1443.911468   1.0977   \n",
       "3210  Topic26     24.877699            garantia    159.598742   1.7357   \n",
       "446   Topic26     73.945670         instalacoes    812.099617   1.1981   \n",
       "3399  Topic26     55.580029             desagio    544.385832   1.3126   \n",
       "691   Topic26     40.092944          cronograma    349.892215   1.4280   \n",
       "33    Topic26     50.731514             estados    512.949838   1.2808   \n",
       "135   Topic26     58.076863               meses    640.567400   1.1938   \n",
       "1782  Topic26     53.371019  operacao_comercial    565.812020   1.2334   \n",
       "154   Topic26     59.811292             relacao    689.245846   1.1500   \n",
       "32    Topic26    298.659109             energia  11473.937860  -0.0541   \n",
       "567   Topic26     60.762392             entrada    737.784883   1.0977   \n",
       "49    Topic26     71.404390               paulo   1017.414345   0.9378   \n",
       "62    Topic26     89.360098                 rio   1541.826958   0.7464   \n",
       "328   Topic26     60.318245       investimentos    779.195821   1.0358   \n",
       "244   Topic26    116.805348            nacional   3155.547073   0.2980   \n",
       "1     Topic26    142.215586             agencia   5660.480033  -0.0895   \n",
       "25    Topic26     88.766005                 dia   1995.949545   0.4816   \n",
       "31    Topic26     83.610022            empresas   1871.339941   0.4862   \n",
       "2615  Topic26     54.898345           consorcio    690.245115   1.0629   \n",
       "289   Topic26     73.524621             milhoes   1474.575431   0.5959   \n",
       "501   Topic26     78.280487           concessao   1846.290160   0.4338   \n",
       "115   Topic26     84.106664             geracao   2288.955387   0.2907   \n",
       "30    Topic26    116.811822            eletrica   6225.021876  -0.3813   \n",
       "146   Topic26     74.025471              partir   1809.866730   0.3978   \n",
       "96    Topic26     65.044720             empresa   2462.626216  -0.0395   \n",
       "90    Topic26     59.774728           contratos   1292.651606   0.5206   \n",
       "389   Topic26     57.561451               valor   1445.113941   0.3713   \n",
       "\n",
       "      logprob  \n",
       "term           \n",
       "514   30.0000  \n",
       "407   29.0000  \n",
       "32    28.0000  \n",
       "1712  27.0000  \n",
       "157   26.0000  \n",
       "332   25.0000  \n",
       "1008  24.0000  \n",
       "388   23.0000  \n",
       "950   22.0000  \n",
       "958   21.0000  \n",
       "17    20.0000  \n",
       "586   19.0000  \n",
       "905   18.0000  \n",
       "2046  17.0000  \n",
       "517   16.0000  \n",
       "1094  15.0000  \n",
       "931   14.0000  \n",
       "513   13.0000  \n",
       "1     12.0000  \n",
       "1117  11.0000  \n",
       "130   10.0000  \n",
       "30     9.0000  \n",
       "201    8.0000  \n",
       "96     7.0000  \n",
       "2094   6.0000  \n",
       "115    5.0000  \n",
       "995    4.0000  \n",
       "176    3.0000  \n",
       "718    2.0000  \n",
       "1144   1.0000  \n",
       "...       ...  \n",
       "608   -6.1733  \n",
       "322   -5.0882  \n",
       "855   -5.5900  \n",
       "517   -4.9605  \n",
       "3210  -6.5250  \n",
       "446   -5.4356  \n",
       "3399  -5.7211  \n",
       "691   -6.0477  \n",
       "33    -5.8124  \n",
       "135   -5.6772  \n",
       "1782  -5.7617  \n",
       "154   -5.6477  \n",
       "32    -4.0396  \n",
       "567   -5.6320  \n",
       "49    -5.4706  \n",
       "62    -5.2463  \n",
       "328   -5.6393  \n",
       "244   -4.9784  \n",
       "1     -4.7816  \n",
       "25    -5.2529  \n",
       "31    -5.3128  \n",
       "2615  -5.7334  \n",
       "289   -5.4413  \n",
       "501   -5.3786  \n",
       "115   -5.3068  \n",
       "30    -4.9784  \n",
       "146   -5.4345  \n",
       "96    -5.5638  \n",
       "90    -5.6483  \n",
       "389   -5.6861  \n",
       "\n",
       "[1797 rows x 6 columns], token_table=      Topic      Freq            Term\n",
       "term                                 \n",
       "73        1  0.274857          abaixo\n",
       "73        2  0.015751          abaixo\n",
       "73        3  0.004725          abaixo\n",
       "73        4  0.018114          abaixo\n",
       "73        5  0.100020          abaixo\n",
       "73        6  0.004725          abaixo\n",
       "73        7  0.137035          abaixo\n",
       "73        8  0.014964          abaixo\n",
       "73        9  0.031502          abaixo\n",
       "73       10  0.032290          abaixo\n",
       "73       11  0.025202          abaixo\n",
       "73       12  0.011026          abaixo\n",
       "73       13  0.004725          abaixo\n",
       "73       14  0.001575          abaixo\n",
       "73       15  0.011813          abaixo\n",
       "73       16  0.015751          abaixo\n",
       "73       17  0.008663          abaixo\n",
       "73       18  0.011026          abaixo\n",
       "73       19  0.125221          abaixo\n",
       "73       20  0.033865          abaixo\n",
       "73       21  0.043316          abaixo\n",
       "73       22  0.019689          abaixo\n",
       "73       23  0.002363          abaixo\n",
       "73       24  0.009451          abaixo\n",
       "73       25  0.031502          abaixo\n",
       "73       26  0.009451          abaixo\n",
       "6735      1  0.036862  abater_dividas\n",
       "6735      2  0.036862  abater_dividas\n",
       "6735      3  0.073723  abater_dividas\n",
       "6735      4  0.036862  abater_dividas\n",
       "...     ...       ...             ...\n",
       "6596     11  0.265361        xinguara\n",
       "6596     13  0.029485        xinguara\n",
       "6596     15  0.265361        xinguara\n",
       "6596     16  0.029485        xinguara\n",
       "6596     17  0.029485        xinguara\n",
       "6596     18  0.029485        xinguara\n",
       "6596     19  0.029485        xinguara\n",
       "6596     20  0.029485        xinguara\n",
       "6596     21  0.029485        xinguara\n",
       "6596     22  0.029485        xinguara\n",
       "6596     26  0.029485        xinguara\n",
       "3582      1  0.071931            zona\n",
       "3582      2  0.035966            zona\n",
       "3582      4  0.035966            zona\n",
       "3582      5  0.071931            zona\n",
       "3582      6  0.035966            zona\n",
       "3582      7  0.035966            zona\n",
       "3582      9  0.035966            zona\n",
       "3582     10  0.143862            zona\n",
       "3582     11  0.035966            zona\n",
       "3582     13  0.035966            zona\n",
       "3582     15  0.035966            zona\n",
       "3582     16  0.035966            zona\n",
       "3582     17  0.071931            zona\n",
       "3582     18  0.035966            zona\n",
       "3582     19  0.107897            zona\n",
       "3582     20  0.035966            zona\n",
       "3582     21  0.071931            zona\n",
       "3582     22  0.035966            zona\n",
       "3582     24  0.035966            zona\n",
       "\n",
       "[21632 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def malletmodel2ldamodelMy(mallet_model, gamma_threshold=0.001, iterations=50):\n",
    " \"\"\"\n",
    " Function to convert mallet model to gensim LdaModel. This works by copying the\n",
    " training model weights (alpha, beta...) from a trained mallet model into the\n",
    " gensim model.\n",
    "\n",
    " Args:\n",
    " mallet_model : Trained mallet model\n",
    " gamma_threshold : To be used for inference in the new LdaModel.\n",
    " iterations : number of iterations to be used for inference in the new LdaModel.\n",
    "\n",
    " Returns:\n",
    " model_gensim : LdaModel instance; copied gensim LdaModel\n",
    " \"\"\"\n",
    " model_gensim = gensim.models.LdaModel(\n",
    "   id2word=mallet_model.id2word, num_topics=mallet_model.num_topics,\n",
    "   alpha=mallet_model.alpha, iterations=iterations,\n",
    "   eta=mallet_model.word_topics,\n",
    "   gamma_threshold=gamma_threshold,\n",
    "   dtype=np.float64 # don't loose precision when converting from MALLET\n",
    " )\n",
    " model_gensim.expElogbeta[:] = mallet_model.wordtopics\n",
    " return model_gensim\n",
    "\n",
    "ldamallet = gensim.utils.SaveLoad.load('aneel-option3-ldamalletmodel')\n",
    "\n",
    "lda_model = malletmodel2ldamodelMy(ldamallet)\n",
    "lda_model.save('aneel-option3-ldamodel')\n",
    "\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(lda_model, corpus, id2word, sort_topics=False)\n",
    "vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topico</th>\n",
       "      <th>Keywords</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>tensao, energia, kv, reajuste, custos, baixa, consumidores, eletrica, empresa, media, tarifas, agencia, indices, consumo, abaixo, classe, alta, confira, publico, efeito_medio, publica, conta, unidades_consumidoras, nacional, transmissao, distribuidora, tarifario, distribuidoras, hoje, diretoria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>brasil, ltda, consorcio, energia, transmissao, lt, lote, eletrica, companhia, empresas, engenharia, empreendimento, kv, linhas, tensao, leilao, norte, sul, linha, empresa, concessoes, participacoes, receita_anual_permitida, cemig, espanha, mg, schahin_engenharia, minas_gerais, extensao_aproximada_km, meses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>energia, eletrica, agencia, geracao, nacional, leilao, publica, usinas, audiencia, comercializacao, contribuicoes, diretoria, empreendimentos, distribuicao, informacoes, ccee, contratos, partir, dia, mwh, sistema, hoje, mw, suprimento, reuniao, proposta, ano, usina, inicio, compensacao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>energia, eletrica, agencia, empresa, consumidores, mil, unidades_consumidoras, concessionarias, empresas, iasc, companhia, indice, distribuidoras, regiao, interrupcao, pesquisa, nacional, servicos, ano, distribuidora, eficiencia_energetica, fiscalizacao, distribuicao, media, concessionaria, pais, fornecimento, multa, energetica, indicadores</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>energia, tarifas, reajuste, indice, custos, eletrica, consumidores, consumo, agencia, indices, kv, revisao, tarifaria, tensao, empresa, abaixo, distribuidoras, empresas, baixa, unidades_consumidoras, companhia, tarifario, concessao, nacional, conta, concessionaria, gerenciaveis, municipios, ano, contratos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>energia, eletrica, agencia, servicos, nacional, regulacao, evento, diretor, publica, dia, audiencia, consumidor, paulo, contribuicoes, setor, rio, atividades, consumidores, publicos, fiscalizacao, desenvolvimento, informacoes, distribuicao, publico, reuniao, brasilia, sul, creditos, estado, grande</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>energia, tensao, custos, reajuste, agencia, consumidores, indices, empresa, eletrica, tarifas, kv, tarifaria, baixa, abaixo, revisao, periodo, publica, media, distribuicao, reuniao, distribuidora, consumo, confira, diretoria, unidades_consumidoras, classe, nacional, consumidor, hoje, efeito_medio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>energia, tensao, reajuste, custos, agencia, baixa, distribuicao, empresa, kv, eletrica, consumidores, cooperativa, indices, companhia, media, tarifas, alta, abaixo, publica, unidades_consumidoras, nacional, efeito_medio, mil, reuniao, publico, diretoria, confira, partir, consumidor, sp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>energia, publica, agencia, audiencia, eletrica, contribuicoes, nacional, proposta, distribuicao, diretoria, dia, endereco, brasilia_df, interessados, mail, reuniao, sgan_quadra_modulo_terreo, distribuidoras, protocolo_geral_cep, processo, ano, hoje, periodo, concessionarias, prazo, transferencia, resolucao, objetivo, empresas, servicos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>energia, eletrica, agencia, publica, audiencia, nacional, diretoria, transmissao, contribuicoes, sistema, geracao, agentes, resolucao_normativa, instalacoes, operacao, informacoes, procedimentos, resolucao, periodo, prazo, reuniao, processo, distribuicao, revisao, atendimento, diretor_relator, proposta, caso, ons, usinas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10.0</td>\n",
       "      <td>transmissao, energia, lote, milhoes, rio, leilao, geracao, entrada, mw, subestacao, estimativa, ano, agencia, mil, desagio, linha, concessao, eletrica, linhas, receita_anual_permitida, operacao, municipios, grande, estado, sul, valor, empreendimento, empresa, empreendimentos, regiao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11.0</td>\n",
       "      <td>energia, eletrica, consumo, consumidores, tarifa, distribuidoras, consumidor, distribuidora, agencia, renda, nacional, conta, lei, kwh, social, baixa, resolucao, cde, valor, recursos, publica, beneficio, prazo, valores, concessionarias, distribuicao, periodo, criterios, ano, meio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12.0</td>\n",
       "      <td>leilao, transmissao, valor, dia, lote, energia, concessao, menor, instalacoes, edital, contrato, rap, prazo, proposta, partir, lotes, certame, cronograma, receita_anual_permitida, documentos, empreendimentos, agencia, garantia, data, operacao_comercial, paulo, resultado, eletrica, envelope, entrada</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13.0</td>\n",
       "      <td>energia, agencia, eletrica, nacional, milhoes, geracao, usina, municipios, valor, estados, empresas, compensacao_financeira, diretoria, informacoes, mwh, uniao, minas, www, ano, usinas, empresa, transferencia, meio, gov_br, total, dias, db, janeiro, tarifa, utilizacao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14.0</td>\n",
       "      <td>kv, lt, km, mva, transmissao, lote, rio, leilao, lotes, grande, sul, paulo, instalacoes, energia, cs, operacao_comercial, norte, partir, receita_anual_permitida, cd, rap, empreendimentos, res_mva, minas_gerais, milhoes, servico, entrada, contratos, agencia, linhas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15.0</td>\n",
       "      <td>revisao, energia, consumidores, tarifaria, tarifas, agencia, indice, companhia, servicos, processo, empresas, concessionarias, fator, eletrica, publica, indices, distribuidoras, ano, empresa, contribuicoes, audiencia, concessionaria, dia, tarifario, energetica, distribuidora, unidades_consumidoras, concessao, periodica, nacional</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16.0</td>\n",
       "      <td>energia, transmissao, agencia, eletrica, kv, rio, leilao, estudos, rap, partir, nacional, geracao, companhia, instalacoes, usinas, ltda, mw, operacao_comercial, lt, paulo, diretoria, valor, empresa, receita, servico, receita_anual_permitida, operacao, direito, pch, km</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17.0</td>\n",
       "      <td>energia, eletrica, geracao, agencia, nacional, publica, audiencia, mercado, valor, custo, reuniao, usinas, consumidores, ano, conta, diretoria, tarifa, custos, contribuicoes, mae, distribuidoras, mwh, sistema, preco, agentes, hoje, partir, contratos, distribuicao, comercializacao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18.0</td>\n",
       "      <td>revisao, tarifaria, audiencia, energia, publica, agencia, tarifas, consumidores, contribuicoes, distribuicao, eletrica, dia, proposta, indice, empresa, processo, periodo, media, periodica, distribuidora, concessao, concessionaria, reuniao, preliminar, concessionarias, empresas, servicos, unidades_consumidoras, tensao, nacional</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19.0</td>\n",
       "      <td>tarifaria, revisao, audiencia, periodo, agencia, contribuicoes, energia, media, publica, unidade_consumidora, distribuicao, tema, eletrica, proposta, tarifas, indicadores, consumidores, reuniao, interrupcao, observacao, objetivo, limites, diretoria, concessao, sgan_quadra_modulo_terreo, brasilia_df, endereco, sessao_presencial, partir, protocol...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20.0</td>\n",
       "      <td>energia, leilao, eletrica, empreendimentos, geracao, mwh, usinas, edital, suprimento, certame, agencia, partir, anos, total, contratos, comercializacao, nacional, biomassa, lote, valor, inicio, mw, preco, prazo, transmissao, publica, paulo, janeiro, eolica, quantidade</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21.0</td>\n",
       "      <td>energia, eletrica, agencia, publica, nacional, consumidores, distribuidoras, distribuicao, sistema, audiencia, consumidor, contribuicoes, informacoes, geracao, proposta, meio, servicos, projeto, eficiencia_energetica, pesquisa, projetos, objetivo, partir, empresas, prazo, resolucao, qualidade, desenvolvimento, dia, dias</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22.0</td>\n",
       "      <td>agencia, publica, energia, audiencia, eletrica, contribuicoes, revisao, distribuicao, tarifaria, proposta, processo, brasilia_df, endereco, mail, nacional, diretoria, sgan_quadra_modulo_terreo, protocolo_geral_cep, interessados, periodo, distribuidoras, dia, base, servico, reuniao, remuneracao, concessao, metodologia, objetivo, hoje</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23.0</td>\n",
       "      <td>energia, eletrica, consumidores, geracao, consumidor, custo, bandeira, valor, consumo, bandeiras, sistema, kwh, mwh, tarifaria, bandeiras_tarifarias, conta, mes, distribuidoras, nacional, iasc, agencia, patamar, bandeira_vermelha, condicoes, custos, partir, pesquisa, valores, usina, acionamento</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24.0</td>\n",
       "      <td>tensao, energia, kv, media, consumidores, baixa, tarifaria, revisao, publica, eletrica, tarifas, agencia, alta, empresa, custos, reajuste, efeito_medio, periodo, publico, distribuicao, unidades_consumidoras, consumo, indices, distribuidora, classe, abaixo, servico, hoje, servicos, unidade_consumidora</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25.0</td>\n",
       "      <td>leilao, energia, transmissao, agencia, lote, eletrica, nacional, lotes, empreendimentos, edital, rio, dia, linhas, rap, geracao, empresas, concessao, partir, instalacoes, milhoes, paulo, empresa, realizado, entrada, investimentos, relacao, contratos, meses, valor, desagio</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topico  \\\n",
       "0      0.0   \n",
       "1      1.0   \n",
       "2      2.0   \n",
       "3      3.0   \n",
       "4      4.0   \n",
       "5      5.0   \n",
       "6      6.0   \n",
       "7      7.0   \n",
       "8      8.0   \n",
       "9      9.0   \n",
       "10    10.0   \n",
       "11    11.0   \n",
       "12    12.0   \n",
       "13    13.0   \n",
       "14    14.0   \n",
       "15    15.0   \n",
       "16    16.0   \n",
       "17    17.0   \n",
       "18    18.0   \n",
       "19    19.0   \n",
       "20    20.0   \n",
       "21    21.0   \n",
       "22    22.0   \n",
       "23    23.0   \n",
       "24    24.0   \n",
       "25    25.0   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                         Keywords  \n",
       "0                                                         tensao, energia, kv, reajuste, custos, baixa, consumidores, eletrica, empresa, media, tarifas, agencia, indices, consumo, abaixo, classe, alta, confira, publico, efeito_medio, publica, conta, unidades_consumidoras, nacional, transmissao, distribuidora, tarifario, distribuidoras, hoje, diretoria  \n",
       "1                                             brasil, ltda, consorcio, energia, transmissao, lt, lote, eletrica, companhia, empresas, engenharia, empreendimento, kv, linhas, tensao, leilao, norte, sul, linha, empresa, concessoes, participacoes, receita_anual_permitida, cemig, espanha, mg, schahin_engenharia, minas_gerais, extensao_aproximada_km, meses  \n",
       "2                                                                  energia, eletrica, agencia, geracao, nacional, leilao, publica, usinas, audiencia, comercializacao, contribuicoes, diretoria, empreendimentos, distribuicao, informacoes, ccee, contratos, partir, dia, mwh, sistema, hoje, mw, suprimento, reuniao, proposta, ano, usina, inicio, compensacao  \n",
       "3          energia, eletrica, agencia, empresa, consumidores, mil, unidades_consumidoras, concessionarias, empresas, iasc, companhia, indice, distribuidoras, regiao, interrupcao, pesquisa, nacional, servicos, ano, distribuidora, eficiencia_energetica, fiscalizacao, distribuicao, media, concessionaria, pais, fornecimento, multa, energetica, indicadores  \n",
       "4                                              energia, tarifas, reajuste, indice, custos, eletrica, consumidores, consumo, agencia, indices, kv, revisao, tarifaria, tensao, empresa, abaixo, distribuidoras, empresas, baixa, unidades_consumidoras, companhia, tarifario, concessao, nacional, conta, concessionaria, gerenciaveis, municipios, ano, contratos  \n",
       "5                                                      energia, eletrica, agencia, servicos, nacional, regulacao, evento, diretor, publica, dia, audiencia, consumidor, paulo, contribuicoes, setor, rio, atividades, consumidores, publicos, fiscalizacao, desenvolvimento, informacoes, distribuicao, publico, reuniao, brasilia, sul, creditos, estado, grande  \n",
       "6                                                       energia, tensao, custos, reajuste, agencia, consumidores, indices, empresa, eletrica, tarifas, kv, tarifaria, baixa, abaixo, revisao, periodo, publica, media, distribuicao, reuniao, distribuidora, consumo, confira, diretoria, unidades_consumidoras, classe, nacional, consumidor, hoje, efeito_medio  \n",
       "7                                                                  energia, tensao, reajuste, custos, agencia, baixa, distribuicao, empresa, kv, eletrica, consumidores, cooperativa, indices, companhia, media, tarifas, alta, abaixo, publica, unidades_consumidoras, nacional, efeito_medio, mil, reuniao, publico, diretoria, confira, partir, consumidor, sp  \n",
       "8               energia, publica, agencia, audiencia, eletrica, contribuicoes, nacional, proposta, distribuicao, diretoria, dia, endereco, brasilia_df, interessados, mail, reuniao, sgan_quadra_modulo_terreo, distribuidoras, protocolo_geral_cep, processo, ano, hoje, periodo, concessionarias, prazo, transferencia, resolucao, objetivo, empresas, servicos  \n",
       "9                              energia, eletrica, agencia, publica, audiencia, nacional, diretoria, transmissao, contribuicoes, sistema, geracao, agentes, resolucao_normativa, instalacoes, operacao, informacoes, procedimentos, resolucao, periodo, prazo, reuniao, processo, distribuicao, revisao, atendimento, diretor_relator, proposta, caso, ons, usinas  \n",
       "10                                                                    transmissao, energia, lote, milhoes, rio, leilao, geracao, entrada, mw, subestacao, estimativa, ano, agencia, mil, desagio, linha, concessao, eletrica, linhas, receita_anual_permitida, operacao, municipios, grande, estado, sul, valor, empreendimento, empresa, empreendimentos, regiao  \n",
       "11                                                                       energia, eletrica, consumo, consumidores, tarifa, distribuidoras, consumidor, distribuidora, agencia, renda, nacional, conta, lei, kwh, social, baixa, resolucao, cde, valor, recursos, publica, beneficio, prazo, valores, concessionarias, distribuicao, periodo, criterios, ano, meio  \n",
       "12                                                    leilao, transmissao, valor, dia, lote, energia, concessao, menor, instalacoes, edital, contrato, rap, prazo, proposta, partir, lotes, certame, cronograma, receita_anual_permitida, documentos, empreendimentos, agencia, garantia, data, operacao_comercial, paulo, resultado, eletrica, envelope, entrada  \n",
       "13                                                                                   energia, agencia, eletrica, nacional, milhoes, geracao, usina, municipios, valor, estados, empresas, compensacao_financeira, diretoria, informacoes, mwh, uniao, minas, www, ano, usinas, empresa, transferencia, meio, gov_br, total, dias, db, janeiro, tarifa, utilizacao  \n",
       "14                                                                                       kv, lt, km, mva, transmissao, lote, rio, leilao, lotes, grande, sul, paulo, instalacoes, energia, cs, operacao_comercial, norte, partir, receita_anual_permitida, cd, rap, empreendimentos, res_mva, minas_gerais, milhoes, servico, entrada, contratos, agencia, linhas  \n",
       "15                     revisao, energia, consumidores, tarifaria, tarifas, agencia, indice, companhia, servicos, processo, empresas, concessionarias, fator, eletrica, publica, indices, distribuidoras, ano, empresa, contribuicoes, audiencia, concessionaria, dia, tarifario, energetica, distribuidora, unidades_consumidoras, concessao, periodica, nacional  \n",
       "16                                                                                   energia, transmissao, agencia, eletrica, kv, rio, leilao, estudos, rap, partir, nacional, geracao, companhia, instalacoes, usinas, ltda, mw, operacao_comercial, lt, paulo, diretoria, valor, empresa, receita, servico, receita_anual_permitida, operacao, direito, pch, km  \n",
       "17                                                                       energia, eletrica, geracao, agencia, nacional, publica, audiencia, mercado, valor, custo, reuniao, usinas, consumidores, ano, conta, diretoria, tarifa, custos, contribuicoes, mae, distribuidoras, mwh, sistema, preco, agentes, hoje, partir, contratos, distribuicao, comercializacao  \n",
       "18                       revisao, tarifaria, audiencia, energia, publica, agencia, tarifas, consumidores, contribuicoes, distribuicao, eletrica, dia, proposta, indice, empresa, processo, periodo, media, periodica, distribuidora, concessao, concessionaria, reuniao, preliminar, concessionarias, empresas, servicos, unidades_consumidoras, tensao, nacional  \n",
       "19  tarifaria, revisao, audiencia, periodo, agencia, contribuicoes, energia, media, publica, unidade_consumidora, distribuicao, tema, eletrica, proposta, tarifas, indicadores, consumidores, reuniao, interrupcao, observacao, objetivo, limites, diretoria, concessao, sgan_quadra_modulo_terreo, brasilia_df, endereco, sessao_presencial, partir, protocol...  \n",
       "20                                                                                   energia, leilao, eletrica, empreendimentos, geracao, mwh, usinas, edital, suprimento, certame, agencia, partir, anos, total, contratos, comercializacao, nacional, biomassa, lote, valor, inicio, mw, preco, prazo, transmissao, publica, paulo, janeiro, eolica, quantidade  \n",
       "21                              energia, eletrica, agencia, publica, nacional, consumidores, distribuidoras, distribuicao, sistema, audiencia, consumidor, contribuicoes, informacoes, geracao, proposta, meio, servicos, projeto, eficiencia_energetica, pesquisa, projetos, objetivo, partir, empresas, prazo, resolucao, qualidade, desenvolvimento, dia, dias  \n",
       "22                 agencia, publica, energia, audiencia, eletrica, contribuicoes, revisao, distribuicao, tarifaria, proposta, processo, brasilia_df, endereco, mail, nacional, diretoria, sgan_quadra_modulo_terreo, protocolo_geral_cep, interessados, periodo, distribuidoras, dia, base, servico, reuniao, remuneracao, concessao, metodologia, objetivo, hoje  \n",
       "23                                                        energia, eletrica, consumidores, geracao, consumidor, custo, bandeira, valor, consumo, bandeiras, sistema, kwh, mwh, tarifaria, bandeiras_tarifarias, conta, mes, distribuidoras, nacional, iasc, agencia, patamar, bandeira_vermelha, condicoes, custos, partir, pesquisa, valores, usina, acionamento  \n",
       "24                                                  tensao, energia, kv, media, consumidores, baixa, tarifaria, revisao, publica, eletrica, tarifas, agencia, alta, empresa, custos, reajuste, efeito_medio, periodo, publico, distribuicao, unidades_consumidoras, consumo, indices, distribuidora, classe, abaixo, servico, hoje, servicos, unidade_consumidora  \n",
       "25                                                                               leilao, energia, transmissao, agencia, lote, eletrica, nacional, lotes, empreendimentos, edital, rio, dia, linhas, rap, geracao, empresas, concessao, partir, instalacoes, milhoes, paulo, empresa, realizado, entrada, investimentos, relacao, contratos, meses, valor, desagio  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lda_model = gensim.models.ldamodel.LdaModel.load('aneel-option3-ldamodel')\n",
    "\n",
    "def print_topics(ldamodel=lda_model):\n",
    "    topics_df = pd.DataFrame()\n",
    "\n",
    "    for topic_num in range(num_topics):\n",
    "        topic_row = ldamodel.show_topic(topic_num,topn=30)\n",
    "        topic_keywords = \", \".join([word for word, prop in topic_row])\n",
    "        topics_df = topics_df.append(pd.Series([int(topic_num), topic_keywords]), ignore_index=True)\n",
    "    topics_df.columns = ['Topico', 'Keywords']\n",
    "    return topics_df\n",
    "    \n",
    "topics_df = print_topics(lda_model)\n",
    "pd.options.display.max_colwidth = 350\n",
    "topics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Notícia mais representativa para cada tópico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topic_Num</th>\n",
       "      <th>Topic_Perc_Contrib</th>\n",
       "      <th>Text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Diretoria da ANEEL aprovou hoje (31/7), em reunião pública, reajuste da tarifa das Centrais Elétricas do Pará S.A (Celpa). A empresa atende 2,4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>Um total de 45 empresas, individualmente ou agrupadas em consórcio, apresentou hoje, na Companhia Brasileira de Liquidação e Custódia (CBLC), em ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A capacidade instalada no Brasil em 2010 chegou a 112.398,49 Megawatts (MW) provenientes de 2.336 usinas hidrelétricas, termelétricas, eólicas, n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Companhia Sul Sergipana de Eletricidade (Sulgipe) foi a vencedora do Prêmio Índice ANEEL de Satisfação do Consumidor (IASC) de 2013, com índice...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Agência Nacional de Energia Elétrica (Aneel) autorizou reajuste da tarifas da concessionária Centrais Elétricas do Pará. As novas tarifas entra...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Agência Nacional de Energia Elétrica (ANEEL) promove em Brasília reunião presencial da Audiência Pública nº 048/2012, com o objetivo de colher ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>Os consumidores da Cooperativa Regional de Energia e Desenvolvimento Ijuí Ltda. – CERILUZ terão as tarifas reajustadas a partir do dia 30 de junh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0.847</td>\n",
       "      <td>*tarifas da Cedrap alteradas em 4/10/16 A Agência Nacional de Energia Elétrica (ANEEL) aprovou hoje (27/9), durante reunião pública da diretoria,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Diretoria da Agência Nacional de Energia Elétrica (ANEEL) aprovou na Reunião Pública do dia 10/12 (última terça-feira) a Agenda Regulatória Ind...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A diretoria da Agência Nacional de Energia Elétrica (ANEEL) determinou que as concessionárias de transmissão realizem avaliação extraordinária do...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>O lote H do Leilão de Transmissão nº 1/2015, realizado pela ANEEL nesta quarta-feira (26/8), na sede da BM&amp;FBovespa, em São Paulo, foi arrematado...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>Em razão de notícias equivocadas veiculadas pela imprensa ontem (11/01) e hoje (12/01), a Agência Nacional de Energia Elétrica (Aneel) esclarece ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>(revisada em 08/12/2011) A diretoria da Agência Nacional de Energia Elétrica (ANEEL) aprovou, durante reunião pública desta quarta-feira (16/11),...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>Em novembro, a arrecadação de compensação financeira pela utilização de recursos hídricos para geração de energia elétrica a municípios, estados ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Agência Nacional de Energia Elétrica (ANEEL) adiou para o dia 18/11, às 10 horas, na sede da BM&amp;FBOVESPA, em São Paulo, o leilão de novos empre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Agência Nacional de Energia Elétrica (Aneel) submete à audiência pública a partir de hoje (05/05) nota técnica com os índices preliminares da R...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Agência Nacional de Energia reprovou os Estudos de Inventário Hidrelétrico dos Rios Caí (RS), Ribeirão Pindaíba (GO) e Aguapeí (SP). As titular...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Diretoria da Agência Nacional de Energia Elétrica (ANEEL) prestou uma homenagem hoje (19/12), durante Reunião Pública, ao Diretor Edvaldo Alves...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Agência Nacional de Energia Elétrica (ANEEL) promove nesta sexta-feira (20/04) audiência pública em Guarapuava (PR) para apresentar a proposta ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Agência Nacional de Energia Elétrica (ANEEL) realiza na próxima quinta-feira (15/3) sessão presencial para discutir as tarifas da Companhia de ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Agência Nacional de Energia Elétrica (ANEEL) realizará no dia 12 de dezembro o leilão A-3* para contratação de energia de novos empreendimentos...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Diretoria da ANEEL aprovou nesta terça-feira (7/3), durante Reunião Pública, prorrogação do prazo para envio de propostas de projetos no âmbito...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Agência Nacional de Energia Elétrica (ANEEL) debateu nesta quinta-feira (17/10), em Brasília, a revisão dos Módulos 6 e 8 dos Procedimentos de ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A bandeira para o mês de outubro será verde, sem custo para os consumidores. Criado pela ANEEL, o sistema de bandeiras tarifárias sinaliza o cust...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A diretoria da Agência Nacional de Energia Elétrica (ANEEL) aprovou hoje (12/6), em reunião pública, a Quarta Revisão Tarifária Periódica da Rio ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>A Comissão Especial de Licitação (CEL) da Agência Nacional de Energia Elétrica (Aneel) dbo.u hoje (06/04) o Comunicado Relevante nº 01 que altera...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topic_Num  Topic_Perc_Contrib  \\\n",
       "0         0.0               1.000   \n",
       "1         1.0               1.000   \n",
       "2         2.0               1.000   \n",
       "3         3.0               1.000   \n",
       "4         4.0               1.000   \n",
       "5         5.0               1.000   \n",
       "6         6.0               1.000   \n",
       "7         7.0               0.847   \n",
       "8         8.0               1.000   \n",
       "9         9.0               1.000   \n",
       "10       10.0               1.000   \n",
       "11       11.0               1.000   \n",
       "12       12.0               1.000   \n",
       "13       13.0               1.000   \n",
       "14       14.0               1.000   \n",
       "15       15.0               1.000   \n",
       "16       16.0               1.000   \n",
       "17       17.0               1.000   \n",
       "18       18.0               1.000   \n",
       "19       19.0               1.000   \n",
       "20       20.0               1.000   \n",
       "21       21.0               1.000   \n",
       "22       22.0               1.000   \n",
       "23       23.0               1.000   \n",
       "24       24.0               1.000   \n",
       "25       25.0               1.000   \n",
       "\n",
       "                                                                                                                                                     Text  \n",
       "0    A Diretoria da ANEEL aprovou hoje (31/7), em reunião pública, reajuste da tarifa das Centrais Elétricas do Pará S.A (Celpa). A empresa atende 2,4...  \n",
       "1    Um total de 45 empresas, individualmente ou agrupadas em consórcio, apresentou hoje, na Companhia Brasileira de Liquidação e Custódia (CBLC), em ...  \n",
       "2    A capacidade instalada no Brasil em 2010 chegou a 112.398,49 Megawatts (MW) provenientes de 2.336 usinas hidrelétricas, termelétricas, eólicas, n...  \n",
       "3    A Companhia Sul Sergipana de Eletricidade (Sulgipe) foi a vencedora do Prêmio Índice ANEEL de Satisfação do Consumidor (IASC) de 2013, com índice...  \n",
       "4    A Agência Nacional de Energia Elétrica (Aneel) autorizou reajuste da tarifas da concessionária Centrais Elétricas do Pará. As novas tarifas entra...  \n",
       "5    A Agência Nacional de Energia Elétrica (ANEEL) promove em Brasília reunião presencial da Audiência Pública nº 048/2012, com o objetivo de colher ...  \n",
       "6    Os consumidores da Cooperativa Regional de Energia e Desenvolvimento Ijuí Ltda. – CERILUZ terão as tarifas reajustadas a partir do dia 30 de junh...  \n",
       "7    *tarifas da Cedrap alteradas em 4/10/16 A Agência Nacional de Energia Elétrica (ANEEL) aprovou hoje (27/9), durante reunião pública da diretoria,...  \n",
       "8    A Diretoria da Agência Nacional de Energia Elétrica (ANEEL) aprovou na Reunião Pública do dia 10/12 (última terça-feira) a Agenda Regulatória Ind...  \n",
       "9    A diretoria da Agência Nacional de Energia Elétrica (ANEEL) determinou que as concessionárias de transmissão realizem avaliação extraordinária do...  \n",
       "10   O lote H do Leilão de Transmissão nº 1/2015, realizado pela ANEEL nesta quarta-feira (26/8), na sede da BM&FBovespa, em São Paulo, foi arrematado...  \n",
       "11   Em razão de notícias equivocadas veiculadas pela imprensa ontem (11/01) e hoje (12/01), a Agência Nacional de Energia Elétrica (Aneel) esclarece ...  \n",
       "12   (revisada em 08/12/2011) A diretoria da Agência Nacional de Energia Elétrica (ANEEL) aprovou, durante reunião pública desta quarta-feira (16/11),...  \n",
       "13   Em novembro, a arrecadação de compensação financeira pela utilização de recursos hídricos para geração de energia elétrica a municípios, estados ...  \n",
       "14   A Agência Nacional de Energia Elétrica (ANEEL) adiou para o dia 18/11, às 10 horas, na sede da BM&FBOVESPA, em São Paulo, o leilão de novos empre...  \n",
       "15   A Agência Nacional de Energia Elétrica (Aneel) submete à audiência pública a partir de hoje (05/05) nota técnica com os índices preliminares da R...  \n",
       "16   A Agência Nacional de Energia reprovou os Estudos de Inventário Hidrelétrico dos Rios Caí (RS), Ribeirão Pindaíba (GO) e Aguapeí (SP). As titular...  \n",
       "17   A Diretoria da Agência Nacional de Energia Elétrica (ANEEL) prestou uma homenagem hoje (19/12), durante Reunião Pública, ao Diretor Edvaldo Alves...  \n",
       "18   A Agência Nacional de Energia Elétrica (ANEEL) promove nesta sexta-feira (20/04) audiência pública em Guarapuava (PR) para apresentar a proposta ...  \n",
       "19   A Agência Nacional de Energia Elétrica (ANEEL) realiza na próxima quinta-feira (15/3) sessão presencial para discutir as tarifas da Companhia de ...  \n",
       "20   A Agência Nacional de Energia Elétrica (ANEEL) realizará no dia 12 de dezembro o leilão A-3* para contratação de energia de novos empreendimentos...  \n",
       "21   A Diretoria da ANEEL aprovou nesta terça-feira (7/3), durante Reunião Pública, prorrogação do prazo para envio de propostas de projetos no âmbito...  \n",
       "22   A Agência Nacional de Energia Elétrica (ANEEL) debateu nesta quinta-feira (17/10), em Brasília, a revisão dos Módulos 6 e 8 dos Procedimentos de ...  \n",
       "23   A bandeira para o mês de outubro será verde, sem custo para os consumidores. Criado pela ANEEL, o sistema de bandeiras tarifárias sinaliza o cust...  \n",
       "24   A diretoria da Agência Nacional de Energia Elétrica (ANEEL) aprovou hoje (12/6), em reunião pública, a Quarta Revisão Tarifária Periódica da Rio ...  \n",
       "25   A Comissão Especial de Licitação (CEL) da Agência Nacional de Energia Elétrica (Aneel) dbo.u hoje (06/04) o Comunicado Relevante nº 01 que altera...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def format_topics_sentences(ldamodel=lda_model, corpus=corpus, texts=data):\n",
    "    sent_topics_df = pd.DataFrame()\n",
    "\n",
    "    for i, row in enumerate(ldamodel[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        for j, (topic_num, prop_topic) in enumerate(row):\n",
    "            if j == 0:  # => dominant topic\n",
    "                wp = ldamodel.show_topic(topic_num)\n",
    "                topic_keywords = \", \".join([word for word, prop in wp])\n",
    "                sent_topics_df = sent_topics_df.append(pd.Series([int(topic_num), round(prop_topic,4), topic_keywords]), ignore_index=True)\n",
    "            else:\n",
    "                break\n",
    "    sent_topics_df.columns = ['Dominant_Topic', 'Perc_Contribution', 'Topic_Keywords']\n",
    "\n",
    "    contents = pd.Series(texts)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, contents], axis=1)\n",
    "    return(sent_topics_df)\n",
    "\n",
    "\n",
    "df_topic_sents_keywords = format_topics_sentences(ldamodel=lda_model, corpus=corpus, texts=data)\n",
    "\n",
    "df_dominant_topic = df_topic_sents_keywords.reset_index()\n",
    "df_dominant_topic.columns = ['Document_No', 'Dominant_Topic', 'Topic_Perc_Contrib', 'Keywords', 'Text']\n",
    "\n",
    "#df_dominant_topic.head(20)\n",
    "\n",
    "sent_topics_sorteddf_mallet = pd.DataFrame()\n",
    "\n",
    "sent_topics_outdf_grpd = df_topic_sents_keywords.groupby('Dominant_Topic')\n",
    "\n",
    "for i, grp in sent_topics_outdf_grpd:\n",
    "    sent_topics_sorteddf_mallet = pd.concat([sent_topics_sorteddf_mallet, \n",
    "                                             grp.sort_values(['Perc_Contribution'], ascending=[0]).head(1)], \n",
    "                                            axis=0)\n",
    "\n",
    "sent_topics_sorteddf_mallet.reset_index(drop=True, inplace=True)\n",
    "\n",
    "sent_topics_sorteddf_mallet.columns = ['Topic_Num', \"Topic_Perc_Contrib\", \"Keywords\", \"Text\"]\n",
    "\n",
    "# Show\n",
    "pd.options.display.max_colwidth = 150\n",
    "sent_topics_sorteddf_mallet[['Topic_Num', 'Topic_Perc_Contrib', 'Text']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Análise Longitudinal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Indexação dos anos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_2002_init = 0\n",
    "index_2003_init = 239\n",
    "index_2004_init = 359\n",
    "index_2005_init = 446\n",
    "index_2006_init = 531\n",
    "index_2007_init = 633\n",
    "index_2008_init = 747\n",
    "index_2009_init = 919\n",
    "index_2010_init = 1015\n",
    "index_2011_init = 1124\n",
    "index_2012_init = 1737\n",
    "index_2013_init = 2263\n",
    "index_2014_init = 2849\n",
    "index_2015_init = 3238\n",
    "index_2016_init = 3698\n",
    "index_2017_init = 4163\n",
    "index_2018_init = 4607\n",
    "index_2018_end = 4834\n",
    "\n",
    "indexes = [index_2002_init,index_2003_init,index_2004_init,\n",
    "           index_2005_init,index_2006_init,index_2007_init,index_2008_init,index_2009_init,index_2010_init,\n",
    "           index_2011_init,index_2012_init,index_2013_init,index_2014_init,index_2015_init,index_2016_init,\n",
    "           index_2017_init,index_2018_init,index_2018_end\n",
    "          ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Representatividade (theta) por ano em todos os topicos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rSJsHJzX7cmBr4F0RsSfwp5QzaSdSxsc/v6XcK4CdgSMAMvMbwDcoPX3Pr8u13dBdQDn7vx5w1NT0zHwHZXjQ6dHC9QH14OsLwNcz84uUM/EnAkdNDQdqI7dmP0bpPf5KREQ9WXUN9Tqjmt34ybPMfBR4fz2JsohywuxDlP3vceCSeiDVuKHyLAFenJkHUQ7Svg5s3kYulO+upXxm3Ug5Yfg1yn7+CeBfgb+qB6+NiieHn3+D8plxHHBJZh5b1+eTUa9nazo7M39BOUF5bV2PH1MaPkvrurXyvq715COUk1XnUurzs4H/Qvn8+nzUIZ0tZf8CODIi3lDLfTjlJNZngNcPLNe0qTrs1VMT2q7DasZUPfa1ruqxLB6lfDZ/pR6PdVWHZWb+ilKPXRMR69BtPTa17yylozqslvkx4GLK8d+pdFSHDbmZ0nN+HB3VY/NC312LXf5QhoPcATx3aPoWwGepQzqB3YCtWsi+HXjeNPOu4sku7Z2A9Vso814D03YD3lz/3oVyTULjwxxr9remygysBVxQ/3455UzWF4E1W8j9DrBrfXwB8CvKQQPArpQhhge2WOY96+NLKT2Z76iP1wbeQun9anNbrzYw73rgnU2XdSj79oEyn0/pUT27Pt6S0sA+tqXc51IOUC6o+/I59feelA+V1oaxDtcTNfMB4LiBaTsC57SZOzTv0Pq+OhR4E/ABGhx+tYzsA4Av17+PAf4bDQ1JGswdLA+ww8DfW9f9oNHh4UPZU8P49gCOBzYB7ga+CXygg31sI8rZ/5MGpi2p5W7tdQa2o5yRv476eVWnXzbbPtHU9h54/ALgPoY+x1sq81aUA8NzB/fjWq9v0HL2PpQD4YsojbwFwCuA9zScuzdwAvCC+ni3Luqw4WyGhm22WY8N5a4+NK+1Omya7KcPTG+1HhvI3Q9Yu07bs6M6bCp76jh3PeCdbddhw+Wuj7ep9diX267H5tNP7yvQWUHhpZQzBx8HthuYPnU92RaUsws3AbcBm7SUvXRg+sL6+1OURtcrgGuB9VrI3XaW5f6CMqy0re297cD091Au/L4LeEN9w/81Qx/oDeUOVp4vGVruXOD3WizzDnXaJpQbtHxn6gMDeAflgyua+BCZZVtPHZQeWrf5oibLO0324PvqNdSGfX18JvDe+nfTZd66TtscOJlyRniq7BcCz2663PW5f+u63zp9H8qQzv9YX//jKNdQLmqo7DNebzywj+0K/AulN32XNsvMwAEJ5aDwIuB3KHXp9i3m/ladQen1+HyT+/osr/NWdfs+xJPXgHyGZj87ZspeE1hjqNxXUw/iWszdoe7Lp1Eau6+lnGTasOV9bJWhZd5KOTBspLyz5AblGqrLqZ+RlAbAzTR7Unam7b1uzZ86TnkTpfdntYbqksH7B9xIbeBRGgSt1WHTZA/eu2DVNuux2XLr71bqsNmyp1mu0XpsljJv00EdNryPvb5OX0SLddgy9u+dabkem28/va9AJ4WEAykH28cAp1CuadpvYP5UxXJqrVh2bin7D4ez6zJ/ShmKdl2DFdqoZT6WchOPrVve3vvXeUfWCvSw+ngLGjpDOkPuAdOU+RjK8MY2y3wm9QYhlGsRPkrpwT2VcjKhqYPgWV/nusyz6jKNXnQ+zb59Jk+euVsH+CClsfVG4NvMcsJhBXPPAvad5nU+gdKrvWmT5a7PvTfwMeDNlMb8OUPzd6dcD3ER5cCwkTpltlye2uh6EfATYMcuysyTB0obUq55uaGp7BFzF1IOTG9m4CRPB6/zUZRhUFOPm+xZm63cgz2bv0/pAWqk3COUeXvgTyi99VcBO3W1jw28t19Gaew1MipkhDLvAzxI6dG7tcP31YKBsr+eMjS9qffViyg9Z/vXx4dTDow3rY9bqcNmyf4uQwfbTddjo+S2UYctR3bj9dgsuVM33WmzDptpH9toaLlG67BlZE/t363VY/Pxp/cV6KSQZZjXvvXv7Si9S+9l4G59lDOW19LgWfAZsk+fJvsCylm9pS3mPqXMwBqUnsTbm6zQZinzGZQzKAuod+Ls+nWmnKV9GaWh0FilMkv2GUOv81GU68q2azn3KftXnXcYDZ6hHHF770G5VvQDTe5js+S+YGCZ/SknMRrdt+tzH0K5FvQoSg/Ls+qHxfAB4sK6vzfVUz9qbgAvoaHG9XJmr0c5Y9pIb+py5D6DcmKhyYOFZWbz1EZXkwdJo5Z7bcoohaYODEfNneppWqfrMg8s30jP2nKUebNa3zR28mg5stegDLdr6oTZIcCdlNE1qw68npcDSwaWexqlF7GROmyE7G0G97Em67HlyF2fci1ZYyNCliN73SbrsVFzB7d5D2Ve1GQdtpzZUycLG6vH5utP7yvQaWGffMGX8mSja5+B+c/sOHtqDPESWhorPEPu1HVdmwCbd1jms3jqtYOt3F54tte5VixdlvkMBhohHe9f+7adO0P2mQxcT0NDQ3SXt8y0MCSD0a/73X26D9MOcp8DbNZTmfegHLCu3nHu7pTGXpPXt/R9ffeo5V63qXIv5z7W2L49h+29pIfcPYAteyrzc6i9MA3mjnL/gF2arkOXI3tnmj2RMGru1HX+jdRhc9jeC2joKwhGyN2//t3ofSLmUObVmqrD5rCPbdRU7nz/mai7cWa9bXBm/hNlOMYvgddExL51+oMdZ786Ip6bmXdm5t0d5h4TEXtl5v2ZeW8buTNkPwIcG+WrL8j6jusg95fAayNi78z8acdl/gXlFtKt3sp5hjIfPbWtO87+OfB7EbFPnf5YR7lTZX5+nf5vTeZFxEuBSyg9hj8dmL5KZt5DuVZwk4i4iSe3Q9e5l1Fu0d6IOZR5nSx3uOsy98OUGx00ciflOWzvXzaRO4fsDwNPa6Lcc8htZN+eQ/ZllM+RrnMvBVZ4v55j9mU0dOf0gdxbgR8NTJ/6ioPHgJ/Uu0WfS4Nfer2c2edRGgFd554TEes3UYfNIftc4Bk58EXfLef+eGBbN3YsNocyr9NC3T1q9gpv65XFRDX2BtUDxI8C91O+BLqP7PuA7/eU+72ucoey76fc9anr3Pu6zB3Kvp8yRr6P3Lu6yh3Kvo8yjKLr3Pspw3QbFREHUj4cTqHc3fT4iNivZj9Rv3rgHsp1HpsBR2fm/T3kvrqJ3BXIvm9lzZ1jdiOv8xyz+9refZbZ91UzuV8FThzInTph8U3KsPhTKN9j+aPpnquj7B+urLl9Zs8h9y0r++s8x+zGyr0ymLrYeWJFxGpt9TzM12zLPBnZlrnR530uZTjq9RGxHeXGRguAT2XmV+oyO1BuSvOWzLxlZc7tM3sSy9xntmWe2DIfQ+k9G8y9oE7ftZ5Aa0Rf2ZZ5Msrcd/bKYOIbe5I0qijDrJ6IiKXA6ygfJldm5lfr/GdmC8PB+8rtM3sSy9xntmWe6DL/Q2Z+OSKWAL/Oli4r6SvbMk9GmfvOns9s7EnSHNQPk9dS7kD5kcy8fpxz+8yexDL3mW2ZJ67M6wOXZOYNXeT2mW2ZJ6PMfWfPNxN7zZ4krYjs6brfvnL7zJ7EMveZbZknrsyd3j+gz2zLPBll7jt7vrFnT5JWwLhdnzifsyexzH1mW+bJyLbMk5E9iWXuO3u+sLEnSZIkSWPIYZySJEmSNIZs7EmSJEnSGLKxJ0mSJEljyMaeJEmSJI0hG3uSJEmSNIZs7EmSJEnSGLKxJ0mSJEljyMaeJEmSJI0hG3uSJEmSNIb+HTZs25tum05vAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a160c4a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a160c4e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a160e8cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a161b4a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2629fa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2645fdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10dbcc278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a15efae80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1601f278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bKXviTwaOnRgO1EZuzX6GcvT4loiIurPqBup5RjW78Z1nmflz4CN1J8pCyg6zT1DWv2eBT9YNqcZNqmcp8OrMPJSykfYNYPM2cqF8dy3lM+t2yg7Dr1PW888B/wD8Ud14bVQ8P/z8m5TPjGXAJzPzhLo8n496PlvT2Zn5U8oOypvqcvyQ0vHZri5bK+/r2k7+mLKz6kJKe34+8J8on19fijqks6XsnwLHRMQ7a91HUXZifRF4+8B8TZtow948MaHtNqxmTLRjX++qHcvi55TP5lvq9lhXbVhm5s8o7dgNEbEe3bZjE+vOdnTUhtWanwEup2z/nUFHbdgkd1KOnC+jo3ZsTuj70GKXP5ThIPcD+0yavgXwl9QhncAewNYtZN8H/MoU913H84e0dwEWtVDzvgPT9gDeU//ejXJOQuPDHGv2vRM1A+sAl9S/X0/Zk3UjsHYLud8Bdq+3LwF+RtloANidMsTwkBZr3rvevoJyJPP99fa6wGmUo19tPtfzB+67FfhA07VOyr5voOaLKUdUz6+3t6J0sE9oKXcfygbKJXVdvqD+3pvyodLaMNbJ7UTN/Cdg2cC0nYEL2syddN8R9X11BPBu4GM0OPxqOdkHAV+tfx8P/BcaGpI0mDtYD7DTwN/b1PWg0eHhk7InhvHtBZwIbAI8BHwL+FgH69hGlL3/pwxMW1rrbu11Bnag7JG/mfp5VadfOdM60dTzPXD7lcCjTPocb6nmrSkbhhcOrse1XV/ccvb+lA3hyyidvHnAG4APNZy7H3AS8Mp6e48u2rDJ2UwattlmOzYpd41J97XWhk2RvdbA9FbbsYHcA4B167S9O2rDJrIntnM3AD7Qdhs2ue56e9vajn217XZsLv30vgCdFQqvpew5uArYYWD6xPlkW1D2LtwB3ANs0lL2dgPTF9TfX6B0ut4A3ARs0ELu9jPM9weUYaVtPd/bD0z/EOXE7weBd9Y3/B8z6QO9odzBxvM1k+a7EPj1FmveqU7bhHKBlu9MfGAA76d8cEUTHyIzPNcTG6VH1Od8YZP1TpE9+L56C7VjX2+fC3y4/t10zdvUaZsDp1L2CE/Ufinw0qbrro/9b877rdP3pwzp/I36+i+jnEO5sKHapz3feGAd2x34e8rR9N3arJmBDRLKRuFlwK9S2tIdW8z9N20G5ajHl5pc12d4nbeuz++TPH8OyBdp9rNjuuy1gTUn1X09dSOuxdyd6rp8JqWz+1bKTqYNW17HVps0z3spG4aN1DtDblDOobqa+hlJ6QDcSbM7Zad7vtev+RPbKe+mHP2Z31BbMnj9gNupHTxKh6C1NmyK7MFrF6zeZjs2U2793UobNlP2FPM12o7NUPO2HbRhk9ext9fpC2mxDVvO+r0rLbdjc+2n9wXopEg4hLKxfTxwOuWcpgMG7p9oWM6oDcuuLWX/5uTsOs/vUIai3dxggzZszSdQLuKxTcvP94H1vmNqA3pkvb0FDe0hnSb3oClqPp4yvLHNms+lXiCEci7CZyhHcM+g7ExoaiN4xte5zrNlnafRk86nWLfP5fk9d+sBH6d0tt4FfJsZdjisZO55wMuneJ1PohzV3rTJuutj7wd8FngPpTN/waT796ScD3EZZcOwkTZlplxe2Ok6GPgRsHMXNfP8htKGlHNebmsqe8jcBZQN0zsZ2MnTwet8LGUY1MTtJo+szVT34JHNd1COADVS9xA17wj8N8rR+uuAXbpaxwbe26+jdPYaGRUyRM37A09Qjujd3eH7at5A7W+nDE1v6n11MOXI2YH19lGUDeNN6+1W2rAZsr/LpI3tptuxYXLbaMNWILvxdmyG3ImL7rTZhk23jm00ab5G27DlZE+s3621Y3Pxp/cF6KTIMszr5fXvHShHlz7MwNX6KHssb6LBveDTZJ89RfYllL1627WY+4KagTUpRxLva7JBm6Hmcyh7UOZRr8TZ9etM2Uv7OkpHobFGZYbscya9zsdSzivboeXcF6xf9b4jaXAP5ZDP916Uc0U/1uQ6NkPuKwfmOZCyE6PRdbs+9uGUc0GPpRxh2bJ+WEzeQFxQ1/emjtQPmxvAa2ioc72C2RtQ9pg2cjR1BXJfTNmx0OTGwnKzeWGnq8mNpGHrXpcySqGpDcNhcyeONK3Xdc0D8zdyZG0Fat6stjeN7Txagew1KcPtmtphdjjwAGV0zeoDr+fVwNKB+V5EOYrYSBs2RPa2g+tYk+3YCuQuopxL1tiIkBXIXr/JdmzY3MHnvIeaFzbZhq1g9sTOwsbasbn60/sCdFrs8y/4djzf6dp/4P6XdJw9MYZ4KS2NFZ4md+K8rk2AzTus+TxeeO5gK5cXnul1rg1LlzWfw0AnpOP16+Vt506TfS4D59PQ0BDdFa2ZFoZkMPx5v3tO9WHaQe7LgM16qnkvygbrGh3n7knp7DV5fkvf53cPW/f6TdW9gutYY+v2LJ7vpT3k7gVs1VPNL6MehWkwd5jrB+zWdBu6Atm70uyOhGFzJ87zb6QNm8XzPY+GvoJgiNwD69+NXidiFjXPb6oNm8U6tlFTuXP9Z6yuxpn1ssGZ+TeU4RhPA2+JiJfX6U90nP3miNgnMx/IzIc6zD0+IvbNzMcy85E2cqfJ/jFwQpSvviDrO66D3KeBt0bEfpn5zx3X/FPKJaRbvZTzNDUfN/Fcd5z9E+DXI2L/Ov2ZjnInan5Fnf6PTeZFxGuBT1KOGP7zwPTVMvNhyrmCm0TEHTz/PHSdeyXlEu2NmEXN62W5wl2XuZ+iXOigkSspz+L5frqJ3Flkfwp4URN1zyK3kXV7FtlXUj5Hus69Aljp9XqW2VfS0JXTB3LvBn4wMH3iKw6eAX5UrxZ9IQ1+6fUKZl9E6QR0nXtBRCxqog2bRfaFwItz4Iu+W8794cBz3di22CxqXq+FtnvY7JV+rlcVY9XZG1Q3ED8DPEb5Eug+sh8Fvt9T7ve6yp2U/Rjlqk9d5z7aZe6k7McoY+T7yH2wq9xJ2Y9ShlF0nfsYZZhuoyLiEMqHw+mUq5ueGBEH1Ozn6lcPPEw5z2Mz4LjMfKyH3Dc3kbsS2Y+uqrmzzG7kdZ5ldl/Pd581+75qJvdrwMkDuRM7LL5FGRZ/OuV7LH8w1WN1lP34qprbZ/Ysck9b1V/nWWY3VveqYOJk57EVEfPbOvIwV7OteTyyrbnRx92HMhz11ojYgXJho3nAFzLzljrPTpSL0pyWmXetyrl9Zo9jzX1mW/PY1nw85ejZYO4ldfrudQdaI/rKtubxqLnv7FXB2Hf2JGlYUYZZPRcR2wFvo3yYXJuZX6v3vyRbGA7eV26f2eNYc5/Z1jzWNf9ZZn41IpYCv8iWTivpK9uax6PmvrPnMjt7kjQL9cPkrZQrUH46M28d5dw+s8ex5j6zrXnsal4EfDIzb+sit89sax6PmvvOnmvG9pw9SVoZ2dN5v33l9pk9jjX3mW3NY1dzp9cP6DPbmsej5r6z5xqP7EnSShi18xPncvY41txntjWPR7Y1j0f2ONbcd/ZcYWdPkiRJkkaQwzglSZIkaQTZ2ZMkSZKkEWRnT5IkSZJGkJ09SZIkSRpBdvYkSZIkaQTZ2ZMkSZKkEWRnT5IkSZJGkJ09SZIkSRpBdvYkSZIkaQT9Ky61yusWuvYwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2ff49358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a30299550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a303d5ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ARwBk5veA71F6+l5Z52u7oTuLcvR/PeCoiemZ+T7K8KAzo4XzA+rO1zeB72bmtZQj8ScBR00MB2ojt2Y/Tek9viEioh6suoZ6nlHNbvzgWWb+BvhoPYgyl3LA7ALK+vcM8Jm6I9W4SeVZCLwmMw+k7KR9F9i0jVwo966lbLMWUw4Yfoeynn8R+BfgU3XntVHx/PDz71G2GccDn8nMY+vyfDnq+WxNZ2fmU5QDlNfV5XiM0vDZqi5bK9/rWk8+STlYdT6lPj8X+A+U7dc3og7pbCn7KeDIiHhHLffhlINYXwOOG5ivaRN12JsnJrRdh9WMiXrsO13VY1n8hrJtvqHuj3VVh2Vm/ppSj10TEevQbT02se5sRUd1WC3z08CnKft/p9NRHTbJrZSe8+PpqB5bIfTdtdjlD2U4yN3A7pOmbwb8HXVIJ7AzsHkL2XcBv7eE567m+S7tVwDzWijzHgPTdgbeXf/ekXJOQuPDHGv2nRNlBtYCLqp/v55yJOtaYM0Wcn8I7FQfXwT8mrLTALATZYjhAS2WeVF9fCmlJ/N99fHawKmU3q823+vZA8/dCLy/6bJOyr5roMwXUnpUz62PX0ZpYB/bUu7ulB2Ui+q6fF79vYiyUWltGOvkeqJmPgwcPzBte+C8NnMnPXdI/V4dArwL+AQNDr9aSvb+wLfr38cA/4mGhiQN5g6WB9hu4O8t6nrQ6PDwSdkTw/h2A04ANgLuA74PfKKDdWwDytH/kwemLazlbu1zBrahHJG/nrq9qtMvm26daOr9Hni8L/Agk7bjLZV5c8qO4fmD63Gt1+e3nL0XZUf4EkojbxbwBuBDDefuCZwI7Fsf79xFHTY5m0nDNtusxyblrjbpudbqsCVkrzEwvdV6bCB3H2DtOm1RR3XYRPbEfu56wPvbrsMml7s+3rLWY99uux5bkX56X4DOCgqvoxw5uBzYZmD6xPlkm1GOLtwC3AFs1FL2VgPT59TfX6E0ut4AXAes10Lu1tPM95eUYaVtvd9bD0z/EOXE73uBd9Qv/P9g0ga9odzByvO1k+Y7H/jDFsu8XZ22EeUCLT+c2GAA76NsuKKJjcg07/XETukh9T2f22R5l5A9+L16C7VhXx+fDXyk/t10mbeo0zYFTqEcEZ4o+8XAy5sud33t3znvt07fizKk84/q53885RzKuQ2VfcrzjQfWsZ2An1B603dss8wM7JBQdgovAX6fUpdu22Lu79QZlF6PbzS5rk/zOW9e39/Hef4ckK/R7LZjquw1gdUnlfvr1J24FnO3q+vyGZTG7lspB5nWb3kdW2XSPO+h7Bg2Ut5pcoNyDtUV1G0kpQFwK80elJ3q/V635k/sp7yL0vszu6G6ZPD6AYupDTxKg6C1OmwJ2YPXLli1zXpsutz6u5U6bLrsJczXaD02TZm37KAOm7yOHVenz6XFOmwp6/cOtFyPrWg/vS9AJ4WEAyg728cAp1HOadpn4PmJiuX0WrHs0FL2H0/OrvN8mDIU7foGK7Rhy3ws5SIeW7T8fu9XnzuyVqCH1ceb0dAR0ily919CmY+hDG9ss8xnUy8QQjkX4fOUHtzTKQcTmtoJnvZzrvO8tM7T6EnnS1i3z+b5I3frAJ+kNLbeCfyAaQ44LGfuOcDeS/icT6T0am/cZLnra+8JfAF4N6Uxf96k53elnA9xCWXHsJE6ZbpcXtjoejXwM2D7LsrM8ztK61POebm5qewhc+dQdkxvZeAgTwef81GUYVATj5vsWZuu3IM9m2+n9AA1Uu4hyrwt8GeU3vqrgVd0tY4NfLcPpTT2GhkVMkSZ9wIepfTo3d7h92rWQNmPowxNb+p79WpKz9l+9fHhlB3jjevjVuqwabJ/xKSd7abrsWFy26jDliG78XpsmtyJi+60WYdNtY5tMGm+RuuwpWRPrN+t1WMr4k/vC9BJIcswr73r39tQepc+wsDV+ihHLK+jwaPgU2SfuYTsiyhH9bZqMfcFZQZWp/Qk3tVkhTZNmc+iHEGZRb0SZ9efM+Uo7aGUhkJjlco02WdN+pyPopxXtk3LuS9Yv+pzh9HgEcoh3+/dKOeKfqLJdWya3H0H5tmPchCj0XW7vvbBlHNBj6L0sLy0biwm7yDOqet7Uz31w+YG8FoaalwvY/Z6lCOmjfSmLkPuiykHFprcWVhqNi9sdDW5kzRsudemjFJoasdw2NyJnqZ1ui7zwPyN9KwtQ5k3qfVNYwePliF7dcpwu6YOmB0M3EMZXbPqwOd5BbBwYL4XUXoRG6nDhsjecnAda7IeW4bceZRzyRobEbIM2es2WY8Nmzv4nvdQ5rlN1mHLmD1xsLCxemxF/el9ATot7PMf+FY83+jaa+D5l3ScPTGGeCEtjRWeInfivK6NgE07LPM5vPDcwVYuLzzd51wrli7LfBYDjZCO16+9286dIvtsBs6noaEhustaZloYksHw5/3uuqSNaQe5uwCb9FTm3Sg7rKt1nLsrpbHX5PktfZ/fPWy5122q3Mu4jjW2bs/g/V7YQ+5uwMt6KvMu1F6YBnOHuX7Ajk3XocuQvQPNHkgYNnfiPP9G6rAZvN+zaOgWBEPk7lf/bvQ6ETMo8+ym6rAZrGMbNJW7ov+M1dU4s142ODP/gTIc41fAWyJi7zr90Y6z3xwRu2fmPZl5X4e5x0TEHpn5UGY+0EbuFNlPAsdGufUFWb9xHeT+CnhrROyZmT/vuMxPUS4h3eqlnKco89ET73XH2b8E/jAi9qrTn+4od6LMr6zT/7XJvIh4HfAZSo/hzwemr5KZ91POFdwoIm7h+feh69zLKJdob8QMyrxOlivcdZn7WcqFDhq5kvIM3u9fNZE7g+zPAi9qotwzyG1k3Z5B9mWU7UjXuZcCy71ezzD7Mhq6cvpA7u3ATwemT9zi4GngZ/Vq0efT4E2vlzH745RGQNe550XEvCbqsBlknw+8OAdu9N1y7mMD73Vj+2IzKPM6LdTdw2Yv93u9shirxt6guoP4eeAhyk2g+8h+EPhxT7n/2FXupOyHKFd96jr3wS5zJ2U/RBkj30fuvV3lTsp+kDKMouvchyjDdBsVEQdQNg6nUa5uekJE7FOzn6u3Hrifcp7HJsDRmflQD7lvbiJ3ObIfXFlzZ5jdyOc8w+y+3u8+y+z3qpncm4CTBnInDlh8nzIs/jTKfSx/uqTX6ij7kZU1t8/sGeSeurJ/zjPMbqzcK4OJk53HVkTMbqvnYUXNtszjkW2ZG33d3SnDUW+MiG0oFzaaBXwlM2+o82xHuSjNqZl528qc22f2OJa5z2zLPLZlPobSezaYe1GdvlM9gNaIvrIt83iUue/slcHYN/YkaVhRhlk9FxFbAW+jbEyuysyb6vMvyRaGg/eV22f2OJa5z2zLPNZl/mpmfjsiFgLPZkunlfSVbZnHo8x9Z6/IbOxJ0gzUjclbKVeg/Fxm3jjKuX1mj2OZ+8y2zGNX5nnAZzLz5i5y+8y2zONR5r6zVzRje86eJC2P7Om8375y+8wexzL3mW2Zx67MnV4/oM9syzweZe47e0Vjz54kLYdROz9xRc4exzL3mW2ZxyPbMo9H9jiWue/sFYWNPUmSJEkaQQ7jlCRJkqQRZGNPkiRJkkaQjT1JkiRJGkE29iRJkiRpBNnYkyRJkqQRZGNPkiRJkkaQjT1JkiRJGkE29iRJkiRpBNnYkyRJkqQR9P8BwMXeoHzg89cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a303d5d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a303d5d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a309e6a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a302e1978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2ff9bac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ano</th>\n",
       "      <th>T1</th>\n",
       "      <th>T2</th>\n",
       "      <th>T3</th>\n",
       "      <th>T4</th>\n",
       "      <th>T5</th>\n",
       "      <th>T6</th>\n",
       "      <th>T7</th>\n",
       "      <th>T8</th>\n",
       "      <th>T9</th>\n",
       "      <th>...</th>\n",
       "      <th>T18</th>\n",
       "      <th>T19</th>\n",
       "      <th>T20</th>\n",
       "      <th>T21</th>\n",
       "      <th>T22</th>\n",
       "      <th>T23</th>\n",
       "      <th>T24</th>\n",
       "      <th>T25</th>\n",
       "      <th>T26</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2002.0</td>\n",
       "      <td>0.002174</td>\n",
       "      <td>0.024100</td>\n",
       "      <td>0.016637</td>\n",
       "      <td>0.036548</td>\n",
       "      <td>0.103986</td>\n",
       "      <td>0.143816</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.032028</td>\n",
       "      <td>...</td>\n",
       "      <td>0.092925</td>\n",
       "      <td>0.016855</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.013381</td>\n",
       "      <td>0.126266</td>\n",
       "      <td>0.006725</td>\n",
       "      <td>0.005449</td>\n",
       "      <td>0.000486</td>\n",
       "      <td>0.014375</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003.0</td>\n",
       "      <td>0.007165</td>\n",
       "      <td>0.034458</td>\n",
       "      <td>0.004307</td>\n",
       "      <td>0.044379</td>\n",
       "      <td>0.178080</td>\n",
       "      <td>0.054470</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.001292</td>\n",
       "      <td>0.064452</td>\n",
       "      <td>...</td>\n",
       "      <td>0.087737</td>\n",
       "      <td>0.073246</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.004165</td>\n",
       "      <td>0.070658</td>\n",
       "      <td>0.007103</td>\n",
       "      <td>0.002179</td>\n",
       "      <td>0.000212</td>\n",
       "      <td>0.003609</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>0.010403</td>\n",
       "      <td>0.067040</td>\n",
       "      <td>0.005368</td>\n",
       "      <td>0.030464</td>\n",
       "      <td>0.265652</td>\n",
       "      <td>0.010288</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.000596</td>\n",
       "      <td>0.081279</td>\n",
       "      <td>...</td>\n",
       "      <td>0.053423</td>\n",
       "      <td>0.037078</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.002759</td>\n",
       "      <td>0.042786</td>\n",
       "      <td>0.001339</td>\n",
       "      <td>0.002321</td>\n",
       "      <td>0.001689</td>\n",
       "      <td>0.037084</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2005.0</td>\n",
       "      <td>0.184022</td>\n",
       "      <td>0.060722</td>\n",
       "      <td>0.010759</td>\n",
       "      <td>0.029772</td>\n",
       "      <td>0.083750</td>\n",
       "      <td>0.013439</td>\n",
       "      <td>0.002175</td>\n",
       "      <td>0.003932</td>\n",
       "      <td>0.013409</td>\n",
       "      <td>...</td>\n",
       "      <td>0.052387</td>\n",
       "      <td>0.251110</td>\n",
       "      <td>0.000458</td>\n",
       "      <td>0.052560</td>\n",
       "      <td>0.047135</td>\n",
       "      <td>0.004277</td>\n",
       "      <td>0.012581</td>\n",
       "      <td>0.005076</td>\n",
       "      <td>0.034564</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2006.0</td>\n",
       "      <td>0.183804</td>\n",
       "      <td>0.068731</td>\n",
       "      <td>0.011535</td>\n",
       "      <td>0.033251</td>\n",
       "      <td>0.027991</td>\n",
       "      <td>0.079978</td>\n",
       "      <td>0.003783</td>\n",
       "      <td>0.002500</td>\n",
       "      <td>0.051061</td>\n",
       "      <td>...</td>\n",
       "      <td>0.047164</td>\n",
       "      <td>0.045858</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.059562</td>\n",
       "      <td>0.025923</td>\n",
       "      <td>0.008425</td>\n",
       "      <td>0.000555</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.091573</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>0.154625</td>\n",
       "      <td>0.011715</td>\n",
       "      <td>0.002056</td>\n",
       "      <td>0.020334</td>\n",
       "      <td>0.025197</td>\n",
       "      <td>0.027858</td>\n",
       "      <td>0.008261</td>\n",
       "      <td>0.005615</td>\n",
       "      <td>0.009757</td>\n",
       "      <td>...</td>\n",
       "      <td>0.051226</td>\n",
       "      <td>0.218380</td>\n",
       "      <td>0.000656</td>\n",
       "      <td>0.080935</td>\n",
       "      <td>0.047161</td>\n",
       "      <td>0.007280</td>\n",
       "      <td>0.004746</td>\n",
       "      <td>0.003223</td>\n",
       "      <td>0.068612</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>0.093089</td>\n",
       "      <td>0.020457</td>\n",
       "      <td>0.017648</td>\n",
       "      <td>0.010012</td>\n",
       "      <td>0.015122</td>\n",
       "      <td>0.013373</td>\n",
       "      <td>0.000835</td>\n",
       "      <td>0.000788</td>\n",
       "      <td>0.017492</td>\n",
       "      <td>...</td>\n",
       "      <td>0.048098</td>\n",
       "      <td>0.357259</td>\n",
       "      <td>0.000304</td>\n",
       "      <td>0.110114</td>\n",
       "      <td>0.016665</td>\n",
       "      <td>0.000324</td>\n",
       "      <td>0.001825</td>\n",
       "      <td>0.001023</td>\n",
       "      <td>0.103126</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009.0</td>\n",
       "      <td>0.206119</td>\n",
       "      <td>0.007967</td>\n",
       "      <td>0.012371</td>\n",
       "      <td>0.021324</td>\n",
       "      <td>0.019837</td>\n",
       "      <td>0.006742</td>\n",
       "      <td>0.009993</td>\n",
       "      <td>0.003056</td>\n",
       "      <td>0.033738</td>\n",
       "      <td>...</td>\n",
       "      <td>0.037732</td>\n",
       "      <td>0.312331</td>\n",
       "      <td>0.004632</td>\n",
       "      <td>0.036922</td>\n",
       "      <td>0.048443</td>\n",
       "      <td>0.001546</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.001447</td>\n",
       "      <td>0.067392</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>0.382437</td>\n",
       "      <td>0.002838</td>\n",
       "      <td>0.029453</td>\n",
       "      <td>0.021546</td>\n",
       "      <td>0.009444</td>\n",
       "      <td>0.030353</td>\n",
       "      <td>0.028767</td>\n",
       "      <td>0.002173</td>\n",
       "      <td>0.023308</td>\n",
       "      <td>...</td>\n",
       "      <td>0.041284</td>\n",
       "      <td>0.013746</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.084492</td>\n",
       "      <td>0.043208</td>\n",
       "      <td>0.007004</td>\n",
       "      <td>0.001659</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.029502</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011.0</td>\n",
       "      <td>0.019281</td>\n",
       "      <td>0.005432</td>\n",
       "      <td>0.050814</td>\n",
       "      <td>0.035553</td>\n",
       "      <td>0.006827</td>\n",
       "      <td>0.016488</td>\n",
       "      <td>0.083131</td>\n",
       "      <td>0.003264</td>\n",
       "      <td>0.084831</td>\n",
       "      <td>...</td>\n",
       "      <td>0.059029</td>\n",
       "      <td>0.022567</td>\n",
       "      <td>0.004778</td>\n",
       "      <td>0.045319</td>\n",
       "      <td>0.100976</td>\n",
       "      <td>0.014517</td>\n",
       "      <td>0.002923</td>\n",
       "      <td>0.001467</td>\n",
       "      <td>0.018606</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>0.011730</td>\n",
       "      <td>0.002728</td>\n",
       "      <td>0.019360</td>\n",
       "      <td>0.028507</td>\n",
       "      <td>0.004874</td>\n",
       "      <td>0.039006</td>\n",
       "      <td>0.055492</td>\n",
       "      <td>0.001920</td>\n",
       "      <td>0.098230</td>\n",
       "      <td>...</td>\n",
       "      <td>0.064530</td>\n",
       "      <td>0.175569</td>\n",
       "      <td>0.017763</td>\n",
       "      <td>0.025481</td>\n",
       "      <td>0.102707</td>\n",
       "      <td>0.011363</td>\n",
       "      <td>0.004063</td>\n",
       "      <td>0.004216</td>\n",
       "      <td>0.013976</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.032193</td>\n",
       "      <td>0.001249</td>\n",
       "      <td>0.021338</td>\n",
       "      <td>0.018479</td>\n",
       "      <td>0.003184</td>\n",
       "      <td>0.021830</td>\n",
       "      <td>0.045432</td>\n",
       "      <td>0.010404</td>\n",
       "      <td>0.117226</td>\n",
       "      <td>...</td>\n",
       "      <td>0.069558</td>\n",
       "      <td>0.065045</td>\n",
       "      <td>0.112223</td>\n",
       "      <td>0.047728</td>\n",
       "      <td>0.094538</td>\n",
       "      <td>0.039362</td>\n",
       "      <td>0.004172</td>\n",
       "      <td>0.019224</td>\n",
       "      <td>0.016767</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>0.122998</td>\n",
       "      <td>0.001423</td>\n",
       "      <td>0.021878</td>\n",
       "      <td>0.012522</td>\n",
       "      <td>0.005048</td>\n",
       "      <td>0.028904</td>\n",
       "      <td>0.065614</td>\n",
       "      <td>0.007298</td>\n",
       "      <td>0.144966</td>\n",
       "      <td>...</td>\n",
       "      <td>0.103550</td>\n",
       "      <td>0.027481</td>\n",
       "      <td>0.012220</td>\n",
       "      <td>0.071785</td>\n",
       "      <td>0.095536</td>\n",
       "      <td>0.017182</td>\n",
       "      <td>0.009363</td>\n",
       "      <td>0.011333</td>\n",
       "      <td>0.018886</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>0.105788</td>\n",
       "      <td>0.000820</td>\n",
       "      <td>0.021475</td>\n",
       "      <td>0.013260</td>\n",
       "      <td>0.003533</td>\n",
       "      <td>0.019121</td>\n",
       "      <td>0.039529</td>\n",
       "      <td>0.006201</td>\n",
       "      <td>0.100854</td>\n",
       "      <td>...</td>\n",
       "      <td>0.078256</td>\n",
       "      <td>0.077594</td>\n",
       "      <td>0.024134</td>\n",
       "      <td>0.122629</td>\n",
       "      <td>0.096984</td>\n",
       "      <td>0.023084</td>\n",
       "      <td>0.031147</td>\n",
       "      <td>0.008542</td>\n",
       "      <td>0.014918</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>0.071423</td>\n",
       "      <td>0.001992</td>\n",
       "      <td>0.017422</td>\n",
       "      <td>0.015967</td>\n",
       "      <td>0.003783</td>\n",
       "      <td>0.023574</td>\n",
       "      <td>0.027512</td>\n",
       "      <td>0.007048</td>\n",
       "      <td>0.077756</td>\n",
       "      <td>...</td>\n",
       "      <td>0.072332</td>\n",
       "      <td>0.059422</td>\n",
       "      <td>0.038534</td>\n",
       "      <td>0.080303</td>\n",
       "      <td>0.149126</td>\n",
       "      <td>0.015984</td>\n",
       "      <td>0.033999</td>\n",
       "      <td>0.038431</td>\n",
       "      <td>0.011288</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>0.104748</td>\n",
       "      <td>0.003019</td>\n",
       "      <td>0.011880</td>\n",
       "      <td>0.018520</td>\n",
       "      <td>0.004187</td>\n",
       "      <td>0.030957</td>\n",
       "      <td>0.044734</td>\n",
       "      <td>0.008481</td>\n",
       "      <td>0.102410</td>\n",
       "      <td>...</td>\n",
       "      <td>0.065298</td>\n",
       "      <td>0.031442</td>\n",
       "      <td>0.059114</td>\n",
       "      <td>0.076815</td>\n",
       "      <td>0.095984</td>\n",
       "      <td>0.012704</td>\n",
       "      <td>0.033755</td>\n",
       "      <td>0.026962</td>\n",
       "      <td>0.007798</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>0.070093</td>\n",
       "      <td>0.004524</td>\n",
       "      <td>0.005715</td>\n",
       "      <td>0.012645</td>\n",
       "      <td>0.009813</td>\n",
       "      <td>0.077489</td>\n",
       "      <td>0.017239</td>\n",
       "      <td>0.007593</td>\n",
       "      <td>0.081283</td>\n",
       "      <td>...</td>\n",
       "      <td>0.074272</td>\n",
       "      <td>0.086094</td>\n",
       "      <td>0.098774</td>\n",
       "      <td>0.050923</td>\n",
       "      <td>0.096052</td>\n",
       "      <td>0.013302</td>\n",
       "      <td>0.035368</td>\n",
       "      <td>0.040085</td>\n",
       "      <td>0.012701</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Ano        T1        T2        T3        T4        T5        T6  \\\n",
       "0  2002.0  0.002174  0.024100  0.016637  0.036548  0.103986  0.143816   \n",
       "0  2003.0  0.007165  0.034458  0.004307  0.044379  0.178080  0.054470   \n",
       "0  2004.0  0.010403  0.067040  0.005368  0.030464  0.265652  0.010288   \n",
       "0  2005.0  0.184022  0.060722  0.010759  0.029772  0.083750  0.013439   \n",
       "0  2006.0  0.183804  0.068731  0.011535  0.033251  0.027991  0.079978   \n",
       "0  2007.0  0.154625  0.011715  0.002056  0.020334  0.025197  0.027858   \n",
       "0  2008.0  0.093089  0.020457  0.017648  0.010012  0.015122  0.013373   \n",
       "0  2009.0  0.206119  0.007967  0.012371  0.021324  0.019837  0.006742   \n",
       "0  2010.0  0.382437  0.002838  0.029453  0.021546  0.009444  0.030353   \n",
       "0  2011.0  0.019281  0.005432  0.050814  0.035553  0.006827  0.016488   \n",
       "0  2012.0  0.011730  0.002728  0.019360  0.028507  0.004874  0.039006   \n",
       "0  2013.0  0.032193  0.001249  0.021338  0.018479  0.003184  0.021830   \n",
       "0  2014.0  0.122998  0.001423  0.021878  0.012522  0.005048  0.028904   \n",
       "0  2015.0  0.105788  0.000820  0.021475  0.013260  0.003533  0.019121   \n",
       "0  2016.0  0.071423  0.001992  0.017422  0.015967  0.003783  0.023574   \n",
       "0  2017.0  0.104748  0.003019  0.011880  0.018520  0.004187  0.030957   \n",
       "0  2018.0  0.070093  0.004524  0.005715  0.012645  0.009813  0.077489   \n",
       "\n",
       "         T7        T8        T9  ...         T18       T19       T20  \\\n",
       "0  0.000486  0.000486  0.032028  ...    0.092925  0.016855  0.000486   \n",
       "0  0.000008  0.001292  0.064452  ...    0.087737  0.073246  0.000008   \n",
       "0  0.000018  0.000596  0.081279  ...    0.053423  0.037078  0.000018   \n",
       "0  0.002175  0.003932  0.013409  ...    0.052387  0.251110  0.000458   \n",
       "0  0.003783  0.002500  0.051061  ...    0.047164  0.045858  0.000012   \n",
       "0  0.008261  0.005615  0.009757  ...    0.051226  0.218380  0.000656   \n",
       "0  0.000835  0.000788  0.017492  ...    0.048098  0.357259  0.000304   \n",
       "0  0.009993  0.003056  0.033738  ...    0.037732  0.312331  0.004632   \n",
       "0  0.028767  0.002173  0.023308  ...    0.041284  0.013746  0.000015   \n",
       "0  0.083131  0.003264  0.084831  ...    0.059029  0.022567  0.004778   \n",
       "0  0.055492  0.001920  0.098230  ...    0.064530  0.175569  0.017763   \n",
       "0  0.045432  0.010404  0.117226  ...    0.069558  0.065045  0.112223   \n",
       "0  0.065614  0.007298  0.144966  ...    0.103550  0.027481  0.012220   \n",
       "0  0.039529  0.006201  0.100854  ...    0.078256  0.077594  0.024134   \n",
       "0  0.027512  0.007048  0.077756  ...    0.072332  0.059422  0.038534   \n",
       "0  0.044734  0.008481  0.102410  ...    0.065298  0.031442  0.059114   \n",
       "0  0.017239  0.007593  0.081283  ...    0.074272  0.086094  0.098774   \n",
       "\n",
       "        T21       T22       T23       T24       T25       T26  Total  \n",
       "0  0.013381  0.126266  0.006725  0.005449  0.000486  0.014375    1.0  \n",
       "0  0.004165  0.070658  0.007103  0.002179  0.000212  0.003609    1.0  \n",
       "0  0.002759  0.042786  0.001339  0.002321  0.001689  0.037084    1.0  \n",
       "0  0.052560  0.047135  0.004277  0.012581  0.005076  0.034564    1.0  \n",
       "0  0.059562  0.025923  0.008425  0.000555  0.000012  0.091573    1.0  \n",
       "0  0.080935  0.047161  0.007280  0.004746  0.003223  0.068612    1.0  \n",
       "0  0.110114  0.016665  0.000324  0.001825  0.001023  0.103126    1.0  \n",
       "0  0.036922  0.048443  0.001546  0.000009  0.001447  0.067392    1.0  \n",
       "0  0.084492  0.043208  0.007004  0.001659  0.000015  0.029502    1.0  \n",
       "0  0.045319  0.100976  0.014517  0.002923  0.001467  0.018606    1.0  \n",
       "0  0.025481  0.102707  0.011363  0.004063  0.004216  0.013976    1.0  \n",
       "0  0.047728  0.094538  0.039362  0.004172  0.019224  0.016767    1.0  \n",
       "0  0.071785  0.095536  0.017182  0.009363  0.011333  0.018886    1.0  \n",
       "0  0.122629  0.096984  0.023084  0.031147  0.008542  0.014918    1.0  \n",
       "0  0.080303  0.149126  0.015984  0.033999  0.038431  0.011288    1.0  \n",
       "0  0.076815  0.095984  0.012704  0.033755  0.026962  0.007798    1.0  \n",
       "0  0.050923  0.096052  0.013302  0.035368  0.040085  0.012701    1.0  \n",
       "\n",
       "[17 rows x 28 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compute avg theta given documents interval and total number of topics\n",
    "# return: list containing avg probability for each topic (list length: no_topics)\n",
    "def compute_avg_theta(range_init, range_end, no_topics):\n",
    "    topics_list = [0.0] * no_topics\n",
    "    total = range_end - range_init\n",
    "    total_sum = 0\n",
    "    for i, row in enumerate(lda_model[corpus]):    \n",
    "        if i in range(range_init,range_end):\n",
    "            for j, (topic_num, prop_topic) in enumerate(row):\n",
    "                topics_list[topic_num] += prop_topic\n",
    "    for i, prop in enumerate(topics_list):\n",
    "        topics_list[i] = prop / total\n",
    "        total_sum += topics_list[i]\n",
    "    \n",
    "    ## normalize with remaining\n",
    "    remaining = 1.0 - total_sum\n",
    "    add_each = remaining / len(topics_list)\n",
    "    \n",
    "    total_sum = 0\n",
    "    for i, val in enumerate(topics_list):\n",
    "        topics_list[i] = val+add_each\n",
    "        total_sum += topics_list[i]\n",
    "    \n",
    "    if total_sum > 1.0:\n",
    "        previous = topics_list[0]\n",
    "        topics_list[0] -= (total_sum - 1.0)\n",
    "        total_sum -= (previous-topics_list[0])\n",
    "        \n",
    "    return total_sum, topics_list\n",
    "\n",
    "def build_thetas(topics_list, total_sum, year):\n",
    "    thetas_df = pd.DataFrame()\n",
    "    thetas_df = thetas_df.append(pd.Series([int(year)]), ignore_index=True)\n",
    "    for i in range(num_topics):\n",
    "        theta_topic = pd.Series(topics_list[i])\n",
    "        thetas_df = pd.concat([thetas_df, theta_topic], axis=1)\n",
    "    total_sum_topic = pd.Series(total_sum)\n",
    "    thetas_df = pd.concat([thetas_df, total_sum_topic], axis=1)\n",
    "    list_columns = ['Ano']\n",
    "    for i in range(1,num_topics+1):\n",
    "        topic_id = 'T' + str(i)\n",
    "        list_columns.append(topic_id)\n",
    "    list_columns.append('Total')\n",
    "    thetas_df.columns = list_columns\n",
    "    return thetas_df\n",
    "    \n",
    "    \n",
    "def plot_chart(topics_list,year):\n",
    "    plt.rcParams['figure.figsize'] = [15, 1]\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "\n",
    "    N = len(topics_list)\n",
    "\n",
    "    ind = np.arange(0,N)            \n",
    "    width = 0.7                     \n",
    "\n",
    "    rects1 = ax.bar(ind, topics_list, width,color='blue')\n",
    "\n",
    "    ax.set_xlim(-width,len(ind)+width)\n",
    "    ax.set_ylim(0,0.15)\n",
    "    ax.set_ylabel('Theta')\n",
    "    ax.set_title(year)\n",
    "    xTickMarks = ['T'+str(i) for i in range(1,45)]\n",
    "    ax.set_xticks(ind)\n",
    "    xtickNames = ax.set_xticklabels(xTickMarks)\n",
    "    plt.setp(xtickNames, rotation=45, fontsize=10)\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "    \n",
    "year = 2002\n",
    "thetas_df_final = pd.DataFrame()\n",
    "for i in range(len(indexes)-2):\n",
    "    index = indexes[i]\n",
    "    total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "    thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "    thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "    plot_chart(topics_list,year)\n",
    "    year += 1\n",
    "    \n",
    "i = len(indexes)-2\n",
    "index = indexes[i]\n",
    "total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "plot_chart(topics_list,year)\n",
    "\n",
    "thetas_df_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exporta resultados para arquivos .csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "thetas_df_final.to_csv('aneel-option3-thetas.csv',index=False)\n",
    "topics_df.to_csv('aneel-option3-topics.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "topics_df_transpose = pd.DataFrame()\n",
    "topn_words = 30\n",
    "\n",
    "header = ['Topico']\n",
    "for i in range(1,topn_words+1):\n",
    "    header.extend([i])\n",
    "for topic_num in range(num_topics):\n",
    "        topic_row = lda_model.show_topic(topic_num,topn_words)\n",
    "        \n",
    "        my_list = ['T'+(str(topic_num+1))]\n",
    "        for word,prop in topic_row:\n",
    "            my_list.extend([word])\n",
    "        topics_df_transpose = topics_df_transpose.append(pd.Series(my_list), ignore_index=True)\n",
    "topics_df_transpose.columns = header\n",
    "\n",
    "writer = pd.ExcelWriter('aneel-option3.xlsx')\n",
    "topics_df_transpose.T.to_excel(writer,'aneel-option3-topics',index=False,header=False)\n",
    "thetas_df_final.to_excel(writer,'aneel-option3-thetas',index=False)\n",
    "writer.save()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tópicos na forma de word cloud (o tamanho da fonte indica a relevância da palavra no tópico):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a15f1b1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def generate_wordcloud_and_plot(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    ##wordcloud = WordCloud().generate_from_frequencies(frequencies=d)\n",
    "    ##plt.imshow(wordcloud, interpolation='bilinear')\n",
    "    ##plt.axis(\"off\")\n",
    "\n",
    "    # lower max_font_size\n",
    "    wordcloud = WordCloud(max_font_size=40,background_color='white').generate_from_frequencies(frequencies=d)\n",
    "    plt.figure()\n",
    "    plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()\n",
    "\n",
    "    # The pil way (if you don't have matplotlib)\n",
    "    # image = wordcloud.to_image()\n",
    "    # image.show()\n",
    "    \n",
    "def generate_wordcloud(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    wordcloud = WordCloud(max_font_size=220,width=2400, height=900,background_color='black',colormap='tab10').generate_from_frequencies(frequencies=d)\n",
    "    return wordcloud\n",
    "    \n",
    "    \n",
    "    \n",
    "def build_frequencies_topics(no_top_words):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    f = plt.figure(figsize=(20,10))\n",
    "    for topic_idx in range(0,num_topics):\n",
    "        d = {}\n",
    "        topic_tuple = lda_model.show_topic(topic_idx,no_top_words)\n",
    "        for (topic, weight) in topic_tuple:\n",
    "            d[topic] = weight\n",
    "        #print ('Tópico %d:' % topic_idx)\n",
    "        wordcloud = generate_wordcloud(d)\n",
    "\n",
    "        f.add_subplot(6,5, topic_idx+1)\n",
    "        plt.text(0, -15, 'Tópico %d' % (topic_idx+1), fontsize=10)\n",
    "        plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "        plt.axis(\"off\")\n",
    "        \n",
    "    plt.show(block=True)\n",
    "    f.savefig('aneel-wordcloud-3.eps')\n",
    "    f.savefig('aneel-wordcloud-3.png')\n",
    "\n",
    "    #plt.figure()\n",
    "    #f, axarr = plt.subplots(2,2)\n",
    "    #axarr[0,0].imshow(wordcloud, interpolation=\"bilinear\")\n",
    "\n",
    "    #plt.figure()\n",
    "    #plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    #plt.axis(\"off\")\n",
    "    #plt.show()\n",
    "    \n",
    "build_frequencies_topics(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
